2025-07-09 05:16:43.348114
2025-07-09 05:16:46,135 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-07-09 05:16:51,383 - ERROR - $HYPE-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:16:52,451 - ERROR - $SUI-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:16:58,113 - ERROR - $UNI-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:16:58,430 - ERROR - $PEPE-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:16:58,747 - ERROR - $PI-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:16:59,072 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-07-09 05:17:00,178 - ERROR - $APT-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:02,893 - ERROR - $MNT-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:04,511 - ERROR - $POL-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:13,377 - ERROR - $STX-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:14,043 - ERROR - $S-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:18,362 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-07-09 05:17:19,012 - ERROR - $GRT-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:19,689 - ERROR - $A-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:20,012 - ERROR - $IMX-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:20,362 - ERROR - $OUSG-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:17:22,336 - ERROR - $USTB-USD: possibly delisted; no timezone found
2025-07-09 05:17:28,109 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
2025-07-09 05:17:29,690 - ERROR - $WAL-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
✓ 94 updated, 6 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-07-09 05:18:09,874 - ERROR - $^N225: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:10,185 - ERROR - $^HSI: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:10,528 - ERROR - $000001.SS: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:10,922 - ERROR - $^KS11: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:11,270 - ERROR - $^BSESN: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:11,575 - ERROR - $^NSEI: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:12,295 - ERROR - $^AXJO: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-09)
2025-07-09 05:18:12,962 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-07-09)
✓ 21 updated, 1 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,215,750
Successful downloads: 214
Failed downloads: 7
Date range: 1927-12-30 to 2025-07-09

Summary by Asset Type:
--------------------------------------------------
Crypto: 96 instruments, 2014-09-17 to 2025-07-09
Futures: 29 instruments, 1997-10-29 to 2025-07-09
Stock: 62 instruments, 1962-01-02 to 2025-07-09
Currency: 8 instruments, 1971-01-04 to 2025-07-09
Indices: 22 instruments, 1927-12-30 to 2025-07-09

Sample Latest Prices (Close field contains current market price for today):
----------------------------------------------------------------------
Crypto:
  BTC-USD: $108425.0
  ETH-USD: $2592.774
  SOL-USD: $151.29979
Futures:
  ES=F: $6264.75
  GC=F: $3302.7
  CL=F: $68.24
Stock:
  AAPL: $210.01
  MSFT: $496.62
  TSLA: $297.81
Currency:
  EURUSD=X: 1.1708231
  USDJPY=X: 147.125
  DX-Y.NYB: 97.702
Indices:
  ^GSPC: $6225.52
  ^DJI: $44240.76
  ^IXIC: $20418.463
================================================================================

Master data loaded successfully with 1,215,750 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.

Bitcoin latest close price: $108425.0 (Date: 2025-07-09)
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,215,750 rows and 217 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 96 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 96 crypto instruments...
  Progress: 25/96 crypto instruments processed
  Progress: 50/96 crypto instruments processed
  Progress: 75/96 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 210/217 instruments analyzed successfully

======================================================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    FTN-USD      0.9877   750     133.3 $4.45          🟢UNDER      -13.3    -0.0    +0.4    +0.8    +0.8    +0.8   +26.3
2    PAXG-USD     0.9556   750      36.0 $3.3K          🟡FAIR         0.2    -0.2    -0.9    +0.8    -0.5    -0.5   +25.8
3    TRX-USD      0.9517   1000     89.1 $0.287864      🟡FAIR         2.3    +0.4    +0.2    +4.0    +2.9    +2.9   +13.2
4    APT-USD      0.9397   500     -83.8 $0.000131      🔴OVER        41.5    +0.0    +0.0    +0.0    +0.0    +0.0   -38.4
5    BTC-USD      0.9359   1000    103.3 $108.4K        🟢UNDER      -11.7    -0.5    -0.7    +0.0    +1.2    +1.2   +16.1
6    WBT-USD      0.9357   750     209.0 $44.75         🔴OVER        18.7    -0.1    -0.5    -4.4    +0.9    +0.9   +82.0
7    WAL-USD      0.9266   1000    -95.6 $0.000088      🔴OVER       225.2    +0.0    +0.0    +0.0    +0.0    +0.0   +15.3
8    POL-USD      0.9120   500     -63.9 $0.008241      🟡FAIR         6.8    +0.0    +0.0    +0.0    +0.0    +0.0    +0.0
9    SAROS-USD    0.9109   365   51274.3 $0.227541      🟢UNDER      -17.7    -0.6    +0.5    +1.7    +3.5    +3.5 +1405.2
10   BGB-USD      0.8901   1000    247.6 $4.30          🟢UNDER      -13.1    -0.6    -3.7    -7.0    -5.2    -5.2   -27.8
11   GT-USD       0.8886   750     165.9 $16.22         🟢UNDER      -29.1    +2.9    +6.3    +3.0    +5.5    +5.5    -2.8
12   LEO-USD      0.8869   750      73.6 $9.13          🟢UNDER      -12.3    +0.6    +1.1    +0.3    +0.9    +0.9    +0.9
13   STX-USD      0.8480   365     -76.9 $0.002834      🔴OVER        22.9    +0.0    +0.0    +0.0    +0.0    +0.0   -20.5
14   BCH-USD      0.8445   120     394.9 $508.09        🟡FAIR         1.9    +1.5    +3.3    +0.9    +0.4    +0.4   +17.1
15   JLP-USD      0.8413   500      61.4 $4.51          🟡FAIR        -6.7    -0.4    -0.0    +0.0    -0.2    -0.2    +8.1

📊 DISPLAYING 15 CRYPTO TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9877, Window = 750 days) | Price: $4.45 | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.8% | QTD: +0.8% | YTD: +26.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.45 ($4.60,+3% - $5.74,+29%)
   +30d (1m): $5.51,+23.7% ($4.93,+11% - $6.15,+38%)
   +60d (2m): $5.91,+32.6% ($5.29,+19% - $6.60,+48%)
   +90d (3m): $6.33,+42.2% ($5.67,+27% - $7.07,+59%)
   +180d (6m): $7.80,+75.2% ($6.99,+57% - $8.72,+96%)
   +365d (1y): $11.99,+169.2% ($10.73,+141% - $13.39,+201%)
   +EOY (175d): $7.71,+73.2% ($6.91,+55% - $8.61,+93%)
   End-of-year outlook: 📈 Bullish Trend (+73.2%)
   Confidence: 98.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 175 days | EOY Target: $7.71 (+73.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.85%
Rounded target for matching: 1%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       85.4%      0.87%      1.51%      2.66%        0.74%        2.29%     -9.83%      7.99%
 14 days       48       95.8%      4.55%      3.48%      3.32%        2.52%        4.45%     -5.19%     11.00%
 30 days       48       97.9%      6.41%      6.93%      5.61%        5.30%        8.56%     -1.01%     24.09%
 90 days       42      100.0%     11.59%     19.04%     12.34%       15.19%       22.89%      2.78%     50.28%
180 days       18      100.0%     57.94%     56.40%      9.65%       51.60%       61.20%     42.34%     81.28%
365 days       14      100.0%    128.40%    131.30%     20.81%      119.28%      143.31%     99.75%    159.93%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.62%
Rounded target for matching: 11%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       83.7%      0.69%      2.67%      4.89%        1.17%        4.18%     -7.00%     15.79%
 14 days       43       88.4%      1.40%      3.52%      4.84%        2.03%        5.01%     -6.69%     14.87%
 30 days       43       93.0%      3.89%      6.77%      7.17%        4.57%        8.98%     -2.13%     23.72%
 90 days       21      100.0%     35.39%     33.27%      9.39%       29.00%       37.55%     10.08%     48.15%
180 days       20      100.0%     64.16%     65.10%      7.30%       61.68%       68.51%     55.19%     82.46%
365 days       13      100.0%    157.01%    154.69%      7.44%      150.19%      159.18%    138.05%    161.85%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9556, Window = 750 days) | Price: $3.3K | Date: 2025-07-09 | Daily: -0.2% | MTD: -0.5% | QTD: -0.5% | YTD: +25.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.1K,-8% - $3.6K,+8%)
   +30d (1m): $3.4K,+2.4% ($3.1K,-5% - $3.7K,+11%)
   +60d (2m): $3.5K,+5.0% ($3.2K,-3% - $3.7K,+13%)
   +90d (3m): $3.6K,+7.7% ($3.3K,-0% - $3.8K,+16%)
   +180d (6m): $3.8K,+16.1% ($3.6K,+7% - $4.1K,+26%)
   +365d (1y): $4.5K,+35.7% ($4.2K,+26% - $4.8K,+47%)
   +EOY (175d): $3.8K,+15.7% ($3.5K,+7% - $4.1K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+15.7%)
   Confidence: 95.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 26 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 175 days | EOY Target: $3.8K (+15.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.27%
Rounded target for matching: -1%
Similar historical periods found: 190
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      190       52.1%      0.04%      0.24%      1.94%       -0.04%        0.52%     -5.45%      7.90%
 14 days      190       53.2%      0.18%      0.25%      2.99%       -0.17%        0.68%     -5.73%     13.71%
 30 days      190       53.7%      0.34%      0.85%      4.35%        0.22%        1.47%     -7.40%     12.71%
 90 days      186       71.0%      5.74%      5.46%      8.81%        4.19%        6.74%    -11.93%     20.91%
180 days      186       73.7%      7.80%      8.41%     11.53%        6.74%       10.08%    -16.29%     31.95%
365 days      175       82.3%     16.89%     17.78%     17.32%       15.20%       20.37%    -10.41%     49.14%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.81%
Rounded target for matching: 3%
Similar historical periods found: 87
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       87       60.9%      0.52%      0.57%      2.00%        0.15%        1.00%     -3.92%      7.90%
 14 days       87       50.6%      0.09%      0.73%      2.91%        0.11%        1.35%     -4.11%     13.71%
 30 days       87       70.1%      2.09%      2.44%      3.97%        1.59%        3.28%     -4.82%     12.18%
 90 days       87       74.7%      7.42%      6.45%      7.12%        4.93%        7.97%     -9.93%     19.10%
180 days       85       69.4%      3.81%      6.52%     11.56%        4.02%        9.01%    -13.45%     31.40%
365 days       74       71.6%      3.76%     10.68%     15.51%        7.09%       14.27%     -8.08%     45.76%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9517, Window = 1000 days) | Price: $0.287864 | Date: 2025-07-09 | Daily: +0.4% | MTD: +2.9% | QTD: +2.9% | YTD: +13.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.287864 ($0.225078,-22% - $0.351715,+22%)
   +30d (1m): $0.296487,+3.0% ($0.237170,-18% - $0.370641,+29%)
   +60d (2m): $0.312429,+8.5% ($0.249911,-13% - $0.390586,+36%)
   +90d (3m): $0.329227,+14.4% ($0.263336,-9% - $0.411606,+43%)
   +180d (6m): $0.385238,+33.8% ($0.308090,+7% - $0.481706,+67%)
   +365d (1y): $0.532094,+84.8% ($0.425374,+48% - $0.665588,+131%)
   +EOY (175d): $0.381890,+32.7% ($0.305415,+6% - $0.477515,+66%)
   End-of-year outlook: 📈 Bullish Trend (+32.7%)
   Confidence: 95.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈22%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.381890 (+32.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.22%
Rounded target for matching: 0%
Similar historical periods found: 63
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       63       58.7%      0.59%      0.43%     11.10%       -2.37%        3.22%    -27.01%     31.02%
 14 days       63       57.1%      2.50%      1.65%     18.90%       -3.11%        6.41%    -45.76%     93.03%
 30 days       63       60.3%      3.03%      4.88%     27.91%       -2.15%       11.91%    -41.73%     99.20%
 90 days       63       73.0%     15.14%     16.20%     40.73%        5.94%       26.45%    -73.03%    246.07%
180 days       60       75.0%     26.18%     25.31%     41.55%       14.57%       36.04%    -81.07%    125.50%
365 days       53       71.7%     63.18%     58.07%     80.53%       35.88%       80.27%    -61.70%    384.05%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.88%
Rounded target for matching: 22%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       50.0%     -0.06%     -1.68%     10.87%       -5.60%        2.24%    -50.86%     15.68%
 14 days       32       53.1%      0.09%      1.60%     12.46%       -2.89%        6.09%    -34.79%     40.99%
 30 days       32       59.4%      1.09%      3.25%     17.65%       -3.11%        9.61%    -32.94%     66.37%
 90 days       31       77.4%     14.01%     33.74%     78.41%        4.98%       62.51%    -36.09%    351.89%
180 days       30       80.0%     26.51%     54.87%    122.48%        9.14%      100.61%    -49.10%    509.04%
365 days       25       80.0%     84.56%     86.22%     96.93%       46.21%      126.23%    -55.95%    329.35%


========================================================================================================================

Chart 4: APT-USD (R² = 0.9397, Window = 500 days) | Price: $0.000131 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -38.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-51% - $0.000133,+1%)
   +30d (1m): $0.000080,-39.2% ($0.000056,-58% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.6% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.9% ($0.000041,-69% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.5% ($0.000010,-92% - $0.000022,-83%)
   +EOY (175d): $0.000039,-70.5% ($0.000027,-79% - $0.000056,-58%)
   End-of-year outlook: 📉 Bearish Trend (-70.5%)
   Confidence: 94.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000039 (-70.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       46.7%      0.00%     -1.77%     21.03%      -13.42%        9.88%    -66.34%     42.54%
 14 days       15        6.7%     -2.22%    -10.48%     19.05%      -21.02%        0.07%    -78.25%      2.24%
 30 days       15        6.7%     -2.96%     -7.24%     30.87%      -24.33%        9.86%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 5: BTC-USD (R² = 0.9359, Window = 1000 days) | Price: $108.4K | Date: 2025-07-09 | Daily: -0.5% | MTD: +1.2% | QTD: +1.2% | YTD: +16.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $108.4K ($92.0K,-15% - $163.9K,+51%)
   +30d (1m): $130.1K,+20.0% ($97.5K,-10% - $173.7K,+60%)
   +60d (2m): $138.0K,+27.2% ($103.3K,-5% - $184.2K,+70%)
   +90d (3m): $146.2K,+34.9% ($109.5K,+1% - $195.2K,+80%)
   +180d (6m): $174.2K,+60.7% ($130.5K,+20% - $232.6K,+115%)
   +365d (1y): $249.6K,+130.2% ($186.8K,+72% - $333.4K,+208%)
   +EOY (175d): $172.5K,+59.1% ($129.2K,+19% - $230.4K,+112%)
   End-of-year outlook: 📈 Bullish Trend (+59.1%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈36%)
   📅 Days until EOY 2025: 175 days | EOY Target: $172.5K (+59.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.69%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       86       51.2%      0.37%     10.17%     55.08%       -1.64%       21.98%    -62.14%    355.12%
180 days       82       64.6%     25.15%     38.06%     82.54%       19.93%       56.20%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 36.17%
Rounded target for matching: 36%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       60.0%      2.17%      4.73%     11.31%       -1.53%       10.99%    -12.33%     33.36%
 14 days       15       60.0%      6.78%      6.53%     13.15%       -0.76%       13.81%    -16.50%     30.45%
 30 days       15       66.7%     14.72%      8.48%     20.04%       -2.62%       19.58%    -24.00%     43.78%
 90 days       15       80.0%     17.51%     22.82%     48.75%       -4.17%       49.82%    -32.09%    174.16%
180 days       15       80.0%     32.99%    109.37%    137.68%       33.12%      185.61%    -54.90%    339.80%
365 days       14       85.7%    226.41%    304.13%    372.36%       89.14%      519.13%    -73.82%   1341.21%


========================================================================================================================

Chart 6: WBT-USD (R² = 0.9357, Window = 750 days) | Price: $44.75 | Date: 2025-07-09 | Daily: -0.1% | MTD: +0.9% | QTD: +0.9% | YTD: +82.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $44.75 ($26.69,-40% - $53.23,+19%)
   +30d (1m): $41.35,-7.6% ($29.28,-35% - $58.41,+31%)
   +60d (2m): $45.37,+1.4% ($32.12,-28% - $64.09,+43%)
   +90d (3m): $49.78,+11.2% ($35.23,-21% - $70.33,+57%)
   +180d (6m): $65.74,+46.9% ($46.51,+4% - $92.92,+108%)
   +365d (1y): $116.46,+160.2% ($82.30,+84% - $164.79,+268%)
   +EOY (175d): $64.73,+44.6% ($45.80,+2% - $91.49,+104%)
   End-of-year outlook: 📈 Bullish Trend (+44.6%)
   Confidence: 93.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $64.73 (+44.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: WAL-USD (R² = 0.9266, Window = 1000 days) | Price: $0.000088 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +15.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.2% ($0.000005,-94% - $0.000081,-7%)
   +60d (2m): $0.000016,-81.6% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (175d): $0.000006,-93.1% ($0.000002,-98% - $0.000024,-73%)
   End-of-year outlook: 📉 Bearish Trend (-93.1%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈46%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000006 (-93.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 8: POL-USD (R² = 0.9120, Window = 500 days) | Price: $0.008241 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006024,-27% - $0.009878,+20%)
   +30d (1m): $0.007094,-13.9% ($0.005539,-33% - $0.009086,+10%)
   +60d (2m): $0.006523,-20.8% ($0.005092,-38% - $0.008357,+1%)
   +90d (3m): $0.005999,-27.2% ($0.004682,-43% - $0.007686,-7%)
   +180d (6m): $0.004665,-43.4% ($0.003637,-56% - $0.005982,-27%)
   +365d (1y): $0.002781,-66.3% ($0.002164,-74% - $0.003575,-57%)
   +EOY (175d): $0.004730,-42.6% ($0.003689,-55% - $0.006065,-26%)
   End-of-year outlook: 📉 Bearish Trend (-42.6%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-30%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.004730 (-42.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.19%
Rounded target for matching: 6%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       60.0%      7.24%      1.47%      9.07%       -9.79%       12.73%    -14.50%      8.92%
 14 days        5       60.0%      2.15%      8.73%     15.90%      -11.01%       28.48%     -9.34%     35.47%
 30 days        5       20.0%     -9.13%     15.97%     54.95%      -52.26%       84.19%    -18.37%    125.61%
 90 days        5       20.0%     -5.39%    190.20%    408.36%     -316.85%      697.25%    -28.20%   1006.74%
180 days        3       33.3%    -37.21%    536.57%    812.68%    -1482.24%     2555.39%    -38.95%   1685.88%
365 days        3       33.3%    -57.50%    254.57%    446.50%     -854.59%     1363.73%    -64.79%    886.00%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -30.00%
Rounded target for matching: -30%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -1.37%      2.40%     13.44%       -4.07%        8.88%    -10.91%     40.77%
 14 days       19       31.6%     -2.52%      7.76%     38.05%      -10.58%       26.10%    -11.17%    163.31%
 30 days       19       21.1%     -9.78%     -1.27%     30.30%      -15.87%       13.34%    -23.94%    118.24%
 90 days       14       14.3%    -12.08%     60.54%    274.24%      -97.80%      218.88%    -40.19%   1048.42%
180 days       13        7.7%    -41.54%    101.72%    515.02%     -209.51%      412.94%    -71.06%   1885.13%
365 days        9       11.1%    -66.05%     -2.02%    210.69%     -163.97%      159.93%    -89.32%    593.04%


========================================================================================================================

Chart 9: SAROS-USD (R² = 0.9109, Window = 365 days) | Price: $0.227541 | Date: 2025-07-09 | Daily: -0.6% | MTD: +3.5% | QTD: +3.5% | YTD: +1405.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.227541 ($0.090737,-60% - $0.842691,+270%)
   +30d (1m): $0.461879,+103.0% ($0.151317,-33% - $1.41,+520%)
   +60d (2m): $0.771488,+239.1% ($0.252282,+11% - $2.36,+937%)
   +90d (3m): $1.29,+466.3% ($0.420514,+85% - $3.95,+1635%)
   +180d (6m): $6.01,+2539.2% ($1.94,+755% - $18.54,+8050%)
   +365d (1y): $142.06,+62332.7% ($44.98,+19670% - $448.63,+197062%)
   +EOY (175d): $5.51,+2322.9% ($1.79,+685% - $17.02,+7379%)
   End-of-year outlook: 📈 Bullish Trend (+2322.9%)
   Confidence: 91.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $5.51 (+2322.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: BGB-USD (R² = 0.8901, Window = 1000 days) | Price: $4.30 | Date: 2025-07-09 | Daily: -0.6% | MTD: -5.2% | QTD: -5.2% | YTD: -27.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.30 ($2.51,-42% - $9.79,+127%)
   +30d (1m): $5.49,+27.5% ($2.78,-35% - $10.84,+152%)
   +60d (2m): $6.08,+41.3% ($3.08,-29% - $12.01,+179%)
   +90d (3m): $6.73,+56.5% ($3.41,-21% - $13.31,+209%)
   +180d (6m): $9.16,+112.8% ($4.63,+8% - $18.10,+321%)
   +365d (1y): $17.22,+300.2% ($8.70,+102% - $34.08,+692%)
   +EOY (175d): $9.00,+109.2% ($4.55,+6% - $17.80,+314%)
   End-of-year outlook: 📈 Bullish Trend (+109.2%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 175 days | EOY Target: $9.00 (+109.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.95%
Rounded target for matching: -10%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       64.7%      0.86%      1.47%      6.74%       -2.00%        4.93%    -12.63%     13.58%
 14 days       17       58.8%      2.54%      2.40%      8.98%       -2.21%        7.02%    -12.10%     18.80%
 30 days       17       52.9%      0.42%      1.22%     17.46%       -7.76%       10.19%    -27.79%     49.38%
 90 days       17       64.7%      4.25%     21.38%     39.26%        1.20%       41.57%    -19.94%    100.14%
180 days       16       93.8%    119.08%    168.58%    187.08%       68.90%      268.27%     -2.77%    597.04%
365 days       13      100.0%    192.11%    209.40%     65.62%      169.74%      249.05%    109.59%    351.84%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.75%
Rounded target for matching: 3%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -1.23%     -1.28%      6.99%       -5.98%        3.42%    -18.70%      7.04%
 14 days       11       81.8%      3.89%      3.89%      8.91%       -2.10%        9.88%    -18.72%     16.26%
 30 days       11       81.8%     14.27%     39.08%     44.96%        8.88%       69.28%    -14.63%    129.49%
 90 days       11       90.9%    115.50%    154.56%    178.71%       34.50%      274.62%     -3.18%    526.47%
180 days       11      100.0%    156.80%    196.61%    126.49%      111.64%      281.59%     31.98%    534.87%
365 days        8      100.0%    208.59%    200.26%     40.65%      166.28%      234.24%    122.27%    256.15%


========================================================================================================================

Chart 11: GT-USD (R² = 0.8886, Window = 750 days) | Price: $16.22 | Date: 2025-07-09 | Daily: +2.9% | MTD: +5.5% | QTD: +5.5% | YTD: -2.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.22 ($15.27,-6% - $34.26,+111%)
   +30d (1m): $24.78,+52.8% ($16.54,+2% - $37.14,+129%)
   +60d (2m): $26.86,+65.6% ($17.92,+11% - $40.25,+148%)
   +90d (3m): $29.11,+79.5% ($19.42,+20% - $43.63,+169%)
   +180d (6m): $37.04,+128.4% ($24.70,+52% - $55.55,+243%)
   +365d (1y): $60.81,+275.0% ($40.50,+150% - $91.32,+463%)
   +EOY (175d): $36.55,+125.4% ($24.37,+50% - $54.81,+238%)
   End-of-year outlook: 📈 Bullish Trend (+125.4%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $36.55 (+125.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -11.93%
Rounded target for matching: -12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -1.39%     -1.73%      6.09%       -4.67%        1.20%    -19.11%     11.86%
 14 days       19       42.1%     -1.10%     -1.57%      7.90%       -5.37%        2.24%    -14.71%     17.70%
 30 days       19       36.8%     -6.90%     -0.50%     25.51%      -12.79%       11.80%    -24.84%     66.40%
 90 days       16       31.2%     -9.81%      8.12%     32.85%       -9.39%       25.62%    -19.83%     69.20%
180 days       16       81.2%     31.20%    132.63%    226.71%       11.82%      253.43%    -39.24%    714.17%
365 days       16       68.8%     44.74%    221.12%    300.96%       60.75%      381.49%    -16.13%    829.96%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -24.64%
Rounded target for matching: -25%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       77.8%      3.03%      3.28%      5.37%        0.61%        5.95%     -6.87%     15.76%
 14 days       18       72.2%      5.17%      6.54%     12.56%        0.29%       12.79%     -7.22%     51.47%
 30 days       18       83.3%      8.44%     11.17%     13.30%        4.56%       17.79%    -10.91%     47.45%
 90 days       18       77.8%     34.00%     76.37%     91.40%       30.92%      121.83%    -12.02%    245.08%
180 days       18       88.9%     33.92%    376.84%    555.15%      100.77%      652.91%    -10.76%   1805.73%
365 days       18       88.9%     86.17%    509.59%    595.91%      213.25%      805.93%    -12.14%   1406.60%


========================================================================================================================

Chart 12: LEO-USD (R² = 0.8869, Window = 750 days) | Price: $9.13 | Date: 2025-07-09 | Daily: +0.6% | MTD: +0.9% | QTD: +0.9% | YTD: +0.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.13 ($8.27,-9% - $13.10,+43%)
   +30d (1m): $10.89,+19.3% ($8.65,-5% - $13.70,+50%)
   +60d (2m): $11.39,+24.8% ($9.05,-1% - $14.34,+57%)
   +90d (3m): $11.92,+30.6% ($9.47,+4% - $15.01,+64%)
   +180d (6m): $13.66,+49.6% ($10.85,+19% - $17.20,+88%)
   +365d (1y): $18.07,+97.9% ($14.34,+57% - $22.77,+149%)
   +EOY (175d): $13.56,+48.5% ($10.76,+18% - $17.07,+87%)
   End-of-year outlook: 📈 Bullish Trend (+48.5%)
   Confidence: 88.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 175 days | EOY Target: $13.56 (+48.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 107
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      107       55.1%      0.23%      0.12%      4.64%       -0.77%        1.00%    -19.17%     21.24%
 14 days      107       56.1%      0.52%      1.42%     12.15%       -0.91%        3.75%    -24.55%    113.93%
 30 days      107       57.9%      1.20%      3.16%     13.97%        0.48%        5.84%    -26.57%     82.49%
 90 days      105       70.5%      4.66%     12.47%     24.67%        7.70%       17.25%    -38.94%     79.92%
180 days       92       90.2%     44.80%     37.92%     37.91%       30.07%       45.77%    -49.92%    103.98%
365 days       79       86.1%     70.10%     78.15%     61.48%       64.38%       91.93%    -42.96%    181.49%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.03%
Rounded target for matching: -3%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       52.1%      0.15%      0.39%      4.42%       -0.89%        1.68%    -11.09%     13.35%
 14 days       48       72.9%      1.93%      1.57%      6.02%       -0.18%        3.32%    -15.18%     22.76%
 30 days       48       64.6%      2.36%      1.55%      6.48%       -0.33%        3.43%    -14.26%     20.89%
 90 days       44       86.4%      7.24%     12.00%     22.11%        5.27%       18.72%    -28.82%    103.52%
180 days       44       88.6%     54.69%     40.48%     38.21%       28.86%       52.10%    -38.49%    109.54%
365 days       31       83.9%     61.34%     60.17%     50.43%       41.67%       78.67%    -35.85%    158.76%


========================================================================================================================

Chart 13: STX-USD (R² = 0.8480, Window = 365 days) | Price: $0.002834 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001618,-43% - $0.003288,+16%)
   +30d (1m): $0.002044,-27.9% ($0.001433,-49% - $0.002916,+3%)
   +60d (2m): $0.001812,-36.1% ($0.001270,-55% - $0.002586,-9%)
   +90d (3m): $0.001606,-43.3% ($0.001125,-60% - $0.002294,-19%)
   +180d (6m): $0.001119,-60.5% ($0.000781,-72% - $0.001601,-44%)
   +365d (1y): $0.000532,-81.2% ($0.000369,-87% - $0.000767,-73%)
   +EOY (175d): $0.001141,-59.7% ($0.000797,-72% - $0.001634,-42%)
   End-of-year outlook: 📉 Bearish Trend (-59.7%)
   Confidence: 84.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.001141 (-59.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.40%
Rounded target for matching: -7%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       44.8%     -0.41%      3.77%     17.21%       -2.77%       10.32%    -18.32%     70.56%
 14 days       29       37.9%     -1.62%      5.66%     47.99%      -12.59%       23.92%    -98.88%    183.62%
 30 days       29       41.4%     -6.81%      2.21%     48.94%      -16.41%       20.82%    -98.80%    182.60%
 90 days       25       28.0%    -21.05%     -9.56%     53.79%      -31.77%       12.64%    -99.06%    199.90%
180 days       25       64.0%     24.73%    110.84%    308.08%      -16.32%      238.01%    -99.69%   1468.27%
365 days       25       60.0%     37.28%     85.63%    280.59%      -30.19%      201.45%    -99.87%   1295.54%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.27%
Rounded target for matching: -10%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -3.69%     -6.48%     11.71%      -13.55%        0.59%    -33.21%     10.69%
 14 days       13       30.8%     -8.98%     -8.76%     11.50%      -15.72%       -1.81%    -31.81%      7.64%
 30 days       13       15.4%    -11.07%    -19.44%     28.99%      -36.96%       -1.92%    -98.94%     26.71%
 90 days       13       46.2%    -13.16%     13.63%     75.87%      -32.22%       59.48%    -99.08%    191.98%
180 days       13       69.2%     21.68%     73.18%    178.08%      -34.43%      180.79%    -99.07%    598.99%
365 days       11       63.6%     52.65%    145.42%    314.09%      -65.58%      356.43%    -99.89%    910.62%


========================================================================================================================

Chart 14: BCH-USD (R² = 0.8445, Window = 120 days) | Price: $508.09 | Date: 2025-07-09 | Daily: +1.5% | MTD: +0.4% | QTD: +0.4% | YTD: +17.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $508.09 ($437.34,-14% - $568.41,+12%)
   +30d (1m): $568.62,+11.9% ($497.80,-2% - $649.53,+28%)
   +60d (2m): $648.50,+27.6% ($566.19,+11% - $742.76,+46%)
   +90d (3m): $739.59,+45.6% ($643.54,+27% - $849.98,+67%)
   +180d (6m): $1.1K,+115.9% ($941.48,+85% - $1.3K,+152%)
   +365d (1y): $2.5K,+385.6% ($2.0K,+300% - $3.0K,+490%)
   +EOY (175d): $1.1K,+111.2% ($921.91,+81% - $1.2K,+146%)
   End-of-year outlook: 📈 Bullish Trend (+111.2%)
   Confidence: 84.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 175 days | EOY Target: $1.1K (+111.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 19.40%
Rounded target for matching: 19%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       63.6%      8.84%     14.86%     33.45%        0.03%       29.69%    -14.79%    144.03%
 14 days       22       72.7%     10.99%     19.50%     30.84%        5.83%       33.18%    -18.44%     99.95%
 30 days       22       77.3%     16.36%     23.48%     34.60%        8.14%       38.82%    -28.12%    116.56%
 90 days       20       65.0%      5.94%     30.54%     65.36%       -0.05%       61.13%    -40.71%    243.55%
180 days       20       55.0%     22.64%     37.37%     81.96%       -0.98%       75.73%    -53.28%    216.39%
365 days       18       50.0%     -5.80%     10.14%     88.51%      -33.87%       54.15%    -94.38%    186.65%


========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 75.04%
Rounded target for matching: 75%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%     12.88%      7.88%     18.31%       -7.43%       23.20%    -18.61%     30.67%
 14 days        8       75.0%     10.85%     23.33%     37.47%       -8.00%       54.66%    -19.81%     88.53%
 30 days        8       37.5%     -3.84%     -3.74%     23.45%      -23.35%       15.86%    -46.32%     29.40%
 90 days        8       37.5%    -38.29%    -13.89%     36.05%      -44.03%       16.25%    -50.83%     36.45%
180 days        8       37.5%    -17.83%     21.09%     61.19%      -30.06%       72.24%    -29.95%    135.79%
365 days        7       42.9%    -43.52%     -1.76%     63.38%      -60.38%       56.86%    -61.93%     79.81%


========================================================================================================================

Chart 15: JLP-USD (R² = 0.8413, Window = 500 days) | Price: $4.51 | Date: 2025-07-09 | Daily: -0.4% | MTD: -0.2% | QTD: -0.2% | YTD: +8.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $4.51 ($4.11,-9% - $5.69,+26%)
   +30d (1m): $5.03,+11.5% ($4.27,-5% - $5.91,+31%)
   +60d (2m): $5.23,+16.0% ($4.45,-1% - $6.15,+36%)
   +90d (3m): $5.44,+20.6% ($4.62,+3% - $6.40,+42%)
   +180d (6m): $6.12,+35.7% ($5.20,+15% - $7.21,+60%)
   +365d (1y): $7.80,+73.0% ($6.62,+47% - $9.20,+104%)
   +EOY (175d): $6.08,+34.8% ($5.17,+15% - $7.16,+59%)
   End-of-year outlook: 📈 Bullish Trend (+34.8%)
   Confidence: 84.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 175 days | EOY Target: $6.08 (+34.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JLP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.00%
Rounded target for matching: -1%
Similar historical periods found: 23
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23       73.9%      4.95%      3.81%      5.43%        1.46%        6.16%     -6.96%     14.94%
 14 days       23       73.9%      8.54%      6.14%      7.11%        3.06%        9.21%     -9.38%     16.10%
 30 days       23       91.3%      7.74%      9.54%      7.18%        6.44%       12.64%     -1.00%     25.58%
 90 days       18       77.8%     14.66%     12.91%     15.44%        5.23%       20.59%    -16.38%     36.86%
180 days       12      100.0%     42.15%     36.13%     15.80%       26.09%       46.16%      7.08%     53.41%
365 days        4      100.0%     55.88%     55.23%      2.37%       51.46%       59.00%     51.36%     57.80%


========================================================================================================================
JLP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 28.05%
Rounded target for matching: 28%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       77.8%      3.59%      2.20%      4.66%       -1.39%        5.78%     -9.05%      6.14%
 14 days        9       88.9%      3.05%      4.49%      4.26%        1.21%        7.76%     -1.69%     10.17%
 30 days        9       88.9%      8.82%      7.34%      4.66%        3.76%       10.92%     -2.36%     13.73%
 90 days        9       66.7%      8.46%      7.95%     12.71%       -1.82%       17.72%    -11.77%     23.47%
180 days        9      100.0%     32.01%     27.07%     16.75%       14.19%       39.94%      2.74%     50.72%
365 days        4      100.0%     70.90%     70.13%      2.43%       66.26%       73.99%     66.13%     72.58%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD      70.2 0.7563      407.3 $3.41             235.0 1000    -2.0    -1.3    -1.3   -29.8
2    IMX-USD         59.7 0.7962     -100.0 $0.004143         148.4 120     +0.0    +0.0    +0.0    +0.0
3    RAY-USD         54.8 0.7631      275.6 $2.34             121.4 1000    +3.0    +9.7    +9.7   -52.2
4    SOL-USD         51.1 0.7854      204.6 $151.30           104.3 1000    -0.7    -2.2    -2.2   -20.1
5    HYPE-USD        39.6 0.8325      -97.1 $0.000005          65.5 1000    +0.0    +0.0    +0.0    +0.0
6    GT-USD          29.1 0.8886      165.9 $16.22             41.0 750     +2.9    +5.5    +5.5    -2.8
7    XRP-USD         25.6 0.7211      370.3 $2.30              34.4 500     -0.5    +3.0    +3.0   +10.8
8    BNB-USD         22.9 0.7552       88.2 $661.72            29.7 750     +0.0    +0.7    +0.7    -5.6
9    SAROS-USD       17.7 0.9109    51274.3 $0.227541          21.5 365     -0.6    +3.5    +3.5 +1405.2
10   FTN-USD         13.3 0.9877      133.3 $4.45              15.4 750     -0.0    +0.8    +0.8   +26.3
11   BGB-USD         13.1 0.8901      247.6 $4.30              15.1 1000    -0.6    -5.2    -5.2   -27.8
12   LEO-USD         12.3 0.8869       73.6 $9.13              14.0 750     +0.6    +0.9    +0.9    +0.9
13   BTC-USD         11.7 0.9359      103.3 $108.4K            13.2 1000    -0.5    +1.2    +1.2   +16.1

📊 DISPLAYING 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 70.2%, Window = 1000 days) | Price: $3.41 | Date: 2025-07-09 | Daily: -2.0% | MTD: -1.3% | QTD: -1.3% | YTD: -29.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.41 ($2.73,-20% - $47.92,+1305%)
   +30d (1m): $13.06,+282.9% ($3.11,-9% - $54.77,+1506%)
   +60d (2m): $14.93,+337.6% ($3.56,+4% - $62.61,+1735%)
   +90d (3m): $17.06,+400.0% ($4.07,+19% - $71.57,+1998%)
   +180d (6m): $25.46,+646.3% ($6.06,+78% - $106.92,+3034%)
   +365d (1y): $57.98,+1599.6% ($13.77,+304% - $244.10,+7056%)
   +EOY (175d): $24.90,+629.8% ($5.93,+74% - $104.56,+2965%)
   End-of-year outlook: 📈 Bullish Trend (+629.8%)
   Confidence: 75.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 175 days | EOY Target: $24.90 (+629.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.19%
Rounded target for matching: -21%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       22.2%    -14.26%     -8.18%     21.42%      -18.83%        2.47%    -43.95%     41.33%
 14 days       18       27.8%    -10.18%    -10.82%     21.82%      -21.67%        0.03%    -47.57%     30.40%
 30 days       18       33.3%     -2.30%     -5.98%     24.32%      -18.08%        6.11%    -56.99%     30.49%
 90 days       18       44.4%     -7.07%     15.05%     78.47%      -23.97%       54.07%    -75.08%    239.11%
180 days       15       46.7%     -1.56%    179.71%    368.75%      -24.50%      383.92%    -91.44%   1013.13%
365 days       13       61.5%     16.83%    584.06%    921.57%       27.17%     1140.96%    -93.29%   2696.75%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.46%
Rounded target for matching: 7%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%     -0.95%      1.79%     21.13%      -15.88%       19.46%    -38.74%     31.42%
 14 days        8       75.0%     18.28%      9.44%     24.43%      -10.99%       29.87%    -35.53%     36.37%
 30 days        8       62.5%      7.75%      1.75%     28.72%      -22.26%       25.75%    -46.60%     35.98%
 90 days        6       50.0%      7.46%     24.85%     62.57%      -40.81%       90.51%    -34.09%    151.94%
180 days        6       83.3%    366.62%    399.07%    330.17%       52.58%      745.57%    -72.23%    908.54%
365 days        6       83.3%   1018.18%    826.23%    496.91%      304.76%     1347.71%    -95.02%   1420.88%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 59.7%, Window = 120 days) | Price: $0.004143 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.004670,+13% - $0.022676,+447%)
   +30d (1m): $0.005256,+26.9% ($0.002357,-43% - $0.011718,+183%)
   +60d (2m): $0.002684,-35.2% ($0.001184,-71% - $0.006082,+47%)
   +90d (3m): $0.001371,-66.9% ($0.000593,-86% - $0.003171,-23%)
   +180d (6m): $0.000183,-95.6% ($0.000073,-98% - $0.000459,-89%)
   +365d (1y): $0.000003,-99.9% ($0.000001,-100% - $0.000009,-100%)
   +EOY (175d): $0.000204,-95.1% ($0.000082,-98% - $0.000511,-88%)
   End-of-year outlook: 📉 Bearish Trend (-95.1%)
   Confidence: 79.6% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000204 (-95.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: RAY-USD (Undervalued by 54.8%, Window = 1000 days) | Price: $2.34 | Date: 2025-07-09 | Daily: +3.0% | MTD: +9.7% | QTD: +9.7% | YTD: -52.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $2.34 ($1.64,-30% - $16.28,+597%)
   +30d (1m): $5.77,+146.8% ($1.83,-22% - $18.15,+677%)
   +60d (2m): $6.43,+175.2% ($2.04,-13% - $20.24,+766%)
   +90d (3m): $7.17,+206.8% ($2.28,-3% - $22.58,+866%)
   +180d (6m): $9.93,+325.1% ($3.15,+35% - $31.31,+1240%)
   +365d (1y): $19.43,+731.4% ($6.15,+163% - $61.35,+2526%)
   +EOY (175d): $9.76,+317.5% ($3.10,+32% - $30.75,+1216%)
   End-of-year outlook: 📈 Bullish Trend (+317.5%)
   Confidence: 76.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈42%)
   📅 Days until EOY 2025: 175 days | EOY Target: $9.76 (+317.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.15%
Rounded target for matching: -6%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       56.0%      0.88%     -1.74%     20.79%      -10.33%        6.84%    -63.71%     32.28%
 14 days       25       44.0%     -3.07%     -2.47%     25.06%      -12.82%        7.88%    -65.84%     64.50%
 30 days       25       48.0%     -0.97%      9.26%     49.01%      -10.97%       29.49%    -63.07%    141.74%
 90 days       25       40.0%    -10.44%    126.20%    298.35%        3.05%      249.35%    -72.42%    889.88%
180 days       24       54.2%     14.14%    228.98%    444.23%       41.40%      416.56%    -89.82%   1250.62%
365 days       23       56.5%    101.30%    302.66%    399.14%      130.06%      475.26%    -97.81%    942.71%


========================================================================================================================

Chart 4: SOL-USD (Undervalued by 51.1%, Window = 1000 days) | Price: $151.30 | Date: 2025-07-09 | Daily: -0.7% | MTD: -2.2% | QTD: -2.2% | YTD: -20.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $151.30 ($125.02,-17% - $764.46,+405%)
   +30d (1m): $338.79,+123.9% ($136.98,-9% - $837.88,+454%)
   +60d (2m): $371.26,+145.4% ($150.09,-1% - $918.36,+507%)
   +90d (3m): $406.85,+168.9% ($164.45,+9% - $1.0K,+565%)
   +180d (6m): $535.43,+253.9% ($216.28,+43% - $1.3K,+776%)
   +365d (1y): $941.59,+522.3% ($379.76,+151% - $2.3K,+1443%)
   +EOY (175d): $527.32,+248.5% ($213.02,+41% - $1.3K,+763%)
   End-of-year outlook: 📈 Bullish Trend (+248.5%)
   Confidence: 78.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈34%)
   📅 Days until EOY 2025: 175 days | EOY Target: $527.32 (+248.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.08%
Rounded target for matching: -6%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       40.0%     -2.98%     -1.01%      9.79%       -5.06%        3.03%    -18.15%     25.41%
 14 days       25       36.0%     -7.01%     -2.32%     21.08%      -11.02%        6.38%    -42.28%     59.67%
 30 days       25       56.0%      3.72%      1.93%     34.51%      -12.31%       16.18%    -53.77%     84.35%
 90 days       25       32.0%    -15.12%      6.15%     70.12%      -22.80%       35.09%    -50.87%    295.93%
180 days       24       33.3%     -8.99%     15.70%    112.56%      -31.82%       63.23%    -83.60%    372.49%
365 days       20       50.0%      1.33%    436.74%   1081.48%      -69.41%      942.89%    -94.10%   4935.40%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 34.13%
Rounded target for matching: 34%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      3.22%      0.60%     15.34%      -11.19%       12.40%    -25.33%     18.56%
 14 days        9       44.4%     -6.84%     -2.89%     12.28%      -12.33%        6.55%    -23.45%     14.76%
 30 days        9       55.6%     10.85%     22.88%     52.06%      -17.14%       62.89%    -20.55%    125.52%
 90 days        9       55.6%      3.65%    156.18%    294.99%      -70.57%      382.93%    -12.60%    739.59%
180 days        9       88.9%     37.04%    227.17%    387.90%      -71.00%      525.33%     -9.53%   1036.42%
365 days        7       71.4%    528.82%   1340.99%   1752.44%     -279.75%     2961.73%     -3.54%   4326.04%


========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 39.6%, Window = 1000 days) | Price: $0.000005 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000107,+1876%)
   +30d (1m): $0.000007,+23.6% ($0.000001,-90% - $0.000080,+1376%)
   +60d (2m): $0.000005,-7.7% ($0.000000,-92% - $0.000060,+1003%)
   +90d (3m): $0.000004,-31.1% ($0.000000,-94% - $0.000045,+724%)
   +180d (6m): $0.000002,-71.3% ($0.000000,-98% - $0.000019,+243%)
   +365d (1y): $0.000000,-95.3% ($0.000000,-100% - $0.000003,-43%)
   +EOY (175d): $0.000002,-69.9% ($0.000000,-97% - $0.000019,+261%)
   End-of-year outlook: 📉 Bearish Trend (-69.9%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000002 (-69.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: GT-USD (Undervalued by 29.1%, Window = 750 days) | Price: $16.22 | Date: 2025-07-09 | Daily: +2.9% | MTD: +5.5% | QTD: +5.5% | YTD: -2.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.22 ($15.27,-6% - $34.26,+111%)
   +30d (1m): $24.78,+52.8% ($16.54,+2% - $37.14,+129%)
   +60d (2m): $26.86,+65.6% ($17.92,+11% - $40.25,+148%)
   +90d (3m): $29.11,+79.5% ($19.42,+20% - $43.63,+169%)
   +180d (6m): $37.04,+128.4% ($24.70,+52% - $55.55,+243%)
   +365d (1y): $60.81,+275.0% ($40.50,+150% - $91.32,+463%)
   +EOY (175d): $36.55,+125.4% ($24.37,+50% - $54.81,+238%)
   End-of-year outlook: 📈 Bullish Trend (+125.4%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $36.55 (+125.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -11.93%
Rounded target for matching: -12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -1.39%     -1.73%      6.09%       -4.67%        1.20%    -19.11%     11.86%
 14 days       19       42.1%     -1.10%     -1.57%      7.90%       -5.37%        2.24%    -14.71%     17.70%
 30 days       19       36.8%     -6.90%     -0.50%     25.51%      -12.79%       11.80%    -24.84%     66.40%
 90 days       16       31.2%     -9.81%      8.12%     32.85%       -9.39%       25.62%    -19.83%     69.20%
180 days       16       81.2%     31.20%    132.63%    226.71%       11.82%      253.43%    -39.24%    714.17%
365 days       16       68.8%     44.74%    221.12%    300.96%       60.75%      381.49%    -16.13%    829.96%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -24.64%
Rounded target for matching: -25%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       77.8%      3.03%      3.28%      5.37%        0.61%        5.95%     -6.87%     15.76%
 14 days       18       72.2%      5.17%      6.54%     12.56%        0.29%       12.79%     -7.22%     51.47%
 30 days       18       83.3%      8.44%     11.17%     13.30%        4.56%       17.79%    -10.91%     47.45%
 90 days       18       77.8%     34.00%     76.37%     91.40%       30.92%      121.83%    -12.02%    245.08%
180 days       18       88.9%     33.92%    376.84%    555.15%      100.77%      652.91%    -10.76%   1805.73%
365 days       18       88.9%     86.17%    509.59%    595.91%      213.25%      805.93%    -12.14%   1406.60%


========================================================================================================================

Chart 7: XRP-USD (Undervalued by 25.6%, Window = 500 days) | Price: $2.30 | Date: 2025-07-09 | Daily: -0.5% | MTD: +3.0% | QTD: +3.0% | YTD: +10.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.30 ($1.46,-37% - $6.57,+185%)
   +30d (1m): $3.52,+52.7% ($1.66,-28% - $7.46,+224%)
   +60d (2m): $4.00,+73.4% ($1.88,-18% - $8.48,+268%)
   +90d (3m): $4.54,+96.9% ($2.14,-7% - $9.64,+318%)
   +180d (6m): $6.65,+188.5% ($3.12,+36% - $14.15,+514%)
   +365d (1y): $14.57,+532.3% ($6.80,+195% - $31.23,+1255%)
   +EOY (175d): $6.51,+182.4% ($3.06,+33% - $13.85,+501%)
   End-of-year outlook: 📈 Bullish Trend (+182.4%)
   Confidence: 72.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈17%)
   📅 Days until EOY 2025: 175 days | EOY Target: $6.51 (+182.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.67%
Rounded target for matching: -1%
Similar historical periods found: 61
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       61       55.7%      0.52%      0.58%      9.21%       -1.78%        2.93%    -19.93%     27.47%
 14 days       61       42.6%     -0.71%      5.94%     36.00%       -3.28%       15.16%    -41.11%    172.58%
 30 days       61       42.6%     -1.19%     11.70%     45.18%        0.13%       23.27%    -45.96%    153.46%
 90 days       59       66.1%     10.43%     29.67%     73.08%       10.62%       48.71%    -59.40%    298.37%
180 days       59       61.0%     17.30%    115.13%    187.67%       66.22%      164.04%    -62.00%    541.30%
365 days       50       62.0%     27.13%    108.36%    170.47%       59.92%      156.81%    -67.32%    432.92%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.21%
Rounded target for matching: 17%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       27.6%     -3.29%     -3.03%      7.69%       -5.96%       -0.11%    -20.21%     17.81%
 14 days       29       34.5%     -2.06%     -0.69%     11.13%       -4.92%        3.54%    -25.86%     30.46%
 30 days       29       44.8%     -1.56%      8.38%     29.25%       -2.75%       19.50%    -20.56%     88.06%
 90 days       29       58.6%      9.54%     77.71%    135.80%       26.06%      129.37%    -36.05%    402.44%
180 days       29       79.3%    104.53%    129.46%    143.92%       74.72%      184.20%    -50.76%    424.96%
365 days       22       90.9%    169.00%    164.08%    146.79%       99.00%      229.17%    -55.78%    449.24%


========================================================================================================================

Chart 8: BNB-USD (Undervalued by 22.9%, Window = 750 days) | Price: $661.72 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.7% | QTD: +0.7% | YTD: -5.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $661.72 ($563.63,-15% - $1.3K,+97%)
   +30d (1m): $903.79,+36.6% ($593.61,-10% - $1.4K,+108%)
   +60d (2m): $951.99,+43.9% ($625.18,-6% - $1.4K,+119%)
   +90d (3m): $1.0K,+51.5% ($658.41,-0% - $1.5K,+131%)
   +180d (6m): $1.2K,+77.1% ($769.05,+16% - $1.8K,+170%)
   +365d (1y): $1.6K,+144.0% ($1.1K,+60% - $2.5K,+272%)
   +EOY (175d): $1.2K,+75.6% ($762.45,+15% - $1.8K,+168%)
   End-of-year outlook: 📈 Bullish Trend (+75.6%)
   Confidence: 75.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 175 days | EOY Target: $1.2K (+75.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.64%
Rounded target for matching: -1%
Similar historical periods found: 79
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       79       51.9%      0.08%      0.53%      6.13%       -0.85%        1.90%    -16.39%     18.43%
 14 days       79       50.6%      0.14%      1.54%     11.31%       -1.00%        4.07%    -45.27%     30.79%
 30 days       79       60.8%      1.76%      2.06%     15.58%       -1.43%        5.55%    -47.81%     45.46%
 90 days       76       53.9%      2.48%     24.77%    119.84%       -2.61%       52.16%    -51.14%    994.45%
180 days       71       73.2%     20.74%    190.52%    525.57%       66.12%      314.92%    -62.92%   2248.88%
365 days       60       75.0%     96.18%    385.22%    694.45%      205.82%      564.61%    -52.21%   2242.97%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.60%
Rounded target for matching: 15%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       72.2%      3.14%      2.91%      6.58%       -0.36%        6.18%    -15.29%     12.21%
 14 days       18       66.7%      3.21%      1.63%      9.02%       -2.86%        6.12%    -14.64%     26.14%
 30 days       18       38.9%     -0.71%      4.41%     14.52%       -2.81%       11.63%    -13.96%     50.72%
 90 days       16       37.5%     -4.93%     68.07%    228.67%      -53.78%      189.92%    -26.43%    943.27%
180 days       15       46.7%     -1.29%    235.33%    604.93%      -99.67%      570.33%    -33.30%   2216.34%
365 days       12       66.7%     85.01%    581.89%    810.44%       66.97%     1096.82%    -43.19%   2017.06%


========================================================================================================================

Chart 9: SAROS-USD (Undervalued by 17.7%, Window = 365 days) | Price: $0.227541 | Date: 2025-07-09 | Daily: -0.6% | MTD: +3.5% | QTD: +3.5% | YTD: +1405.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.227541 ($0.090737,-60% - $0.842691,+270%)
   +30d (1m): $0.461879,+103.0% ($0.151317,-33% - $1.41,+520%)
   +60d (2m): $0.771488,+239.1% ($0.252282,+11% - $2.36,+937%)
   +90d (3m): $1.29,+466.3% ($0.420514,+85% - $3.95,+1635%)
   +180d (6m): $6.01,+2539.2% ($1.94,+755% - $18.54,+8050%)
   +365d (1y): $142.06,+62332.7% ($44.98,+19670% - $448.63,+197062%)
   +EOY (175d): $5.51,+2322.9% ($1.79,+685% - $17.02,+7379%)
   End-of-year outlook: 📈 Bullish Trend (+2322.9%)
   Confidence: 91.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $5.51 (+2322.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: FTN-USD (Undervalued by 13.3%, Window = 750 days) | Price: $4.45 | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.8% | QTD: +0.8% | YTD: +26.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.45 ($4.60,+3% - $5.74,+29%)
   +30d (1m): $5.51,+23.7% ($4.93,+11% - $6.15,+38%)
   +60d (2m): $5.91,+32.6% ($5.29,+19% - $6.60,+48%)
   +90d (3m): $6.33,+42.2% ($5.67,+27% - $7.07,+59%)
   +180d (6m): $7.80,+75.2% ($6.99,+57% - $8.72,+96%)
   +365d (1y): $11.99,+169.2% ($10.73,+141% - $13.39,+201%)
   +EOY (175d): $7.71,+73.2% ($6.91,+55% - $8.61,+93%)
   End-of-year outlook: 📈 Bullish Trend (+73.2%)
   Confidence: 98.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 175 days | EOY Target: $7.71 (+73.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.85%
Rounded target for matching: 1%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       85.4%      0.87%      1.51%      2.66%        0.74%        2.29%     -9.83%      7.99%
 14 days       48       95.8%      4.55%      3.48%      3.32%        2.52%        4.45%     -5.19%     11.00%
 30 days       48       97.9%      6.41%      6.93%      5.61%        5.30%        8.56%     -1.01%     24.09%
 90 days       42      100.0%     11.59%     19.04%     12.34%       15.19%       22.89%      2.78%     50.28%
180 days       18      100.0%     57.94%     56.40%      9.65%       51.60%       61.20%     42.34%     81.28%
365 days       14      100.0%    128.40%    131.30%     20.81%      119.28%      143.31%     99.75%    159.93%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.62%
Rounded target for matching: 11%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       83.7%      0.69%      2.67%      4.89%        1.17%        4.18%     -7.00%     15.79%
 14 days       43       88.4%      1.40%      3.52%      4.84%        2.03%        5.01%     -6.69%     14.87%
 30 days       43       93.0%      3.89%      6.77%      7.17%        4.57%        8.98%     -2.13%     23.72%
 90 days       21      100.0%     35.39%     33.27%      9.39%       29.00%       37.55%     10.08%     48.15%
180 days       20      100.0%     64.16%     65.10%      7.30%       61.68%       68.51%     55.19%     82.46%
365 days       13      100.0%    157.01%    154.69%      7.44%      150.19%      159.18%    138.05%    161.85%


========================================================================================================================

Chart 11: BGB-USD (Undervalued by 13.1%, Window = 1000 days) | Price: $4.30 | Date: 2025-07-09 | Daily: -0.6% | MTD: -5.2% | QTD: -5.2% | YTD: -27.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.30 ($2.51,-42% - $9.79,+127%)
   +30d (1m): $5.49,+27.5% ($2.78,-35% - $10.84,+152%)
   +60d (2m): $6.08,+41.3% ($3.08,-29% - $12.01,+179%)
   +90d (3m): $6.73,+56.5% ($3.41,-21% - $13.31,+209%)
   +180d (6m): $9.16,+112.8% ($4.63,+8% - $18.10,+321%)
   +365d (1y): $17.22,+300.2% ($8.70,+102% - $34.08,+692%)
   +EOY (175d): $9.00,+109.2% ($4.55,+6% - $17.80,+314%)
   End-of-year outlook: 📈 Bullish Trend (+109.2%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 175 days | EOY Target: $9.00 (+109.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.95%
Rounded target for matching: -10%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       64.7%      0.86%      1.47%      6.74%       -2.00%        4.93%    -12.63%     13.58%
 14 days       17       58.8%      2.54%      2.40%      8.98%       -2.21%        7.02%    -12.10%     18.80%
 30 days       17       52.9%      0.42%      1.22%     17.46%       -7.76%       10.19%    -27.79%     49.38%
 90 days       17       64.7%      4.25%     21.38%     39.26%        1.20%       41.57%    -19.94%    100.14%
180 days       16       93.8%    119.08%    168.58%    187.08%       68.90%      268.27%     -2.77%    597.04%
365 days       13      100.0%    192.11%    209.40%     65.62%      169.74%      249.05%    109.59%    351.84%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.75%
Rounded target for matching: 3%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -1.23%     -1.28%      6.99%       -5.98%        3.42%    -18.70%      7.04%
 14 days       11       81.8%      3.89%      3.89%      8.91%       -2.10%        9.88%    -18.72%     16.26%
 30 days       11       81.8%     14.27%     39.08%     44.96%        8.88%       69.28%    -14.63%    129.49%
 90 days       11       90.9%    115.50%    154.56%    178.71%       34.50%      274.62%     -3.18%    526.47%
180 days       11      100.0%    156.80%    196.61%    126.49%      111.64%      281.59%     31.98%    534.87%
365 days        8      100.0%    208.59%    200.26%     40.65%      166.28%      234.24%    122.27%    256.15%


========================================================================================================================

Chart 12: LEO-USD (Undervalued by 12.3%, Window = 750 days) | Price: $9.13 | Date: 2025-07-09 | Daily: +0.6% | MTD: +0.9% | QTD: +0.9% | YTD: +0.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.13 ($8.27,-9% - $13.10,+43%)
   +30d (1m): $10.89,+19.3% ($8.65,-5% - $13.70,+50%)
   +60d (2m): $11.39,+24.8% ($9.05,-1% - $14.34,+57%)
   +90d (3m): $11.92,+30.6% ($9.47,+4% - $15.01,+64%)
   +180d (6m): $13.66,+49.6% ($10.85,+19% - $17.20,+88%)
   +365d (1y): $18.07,+97.9% ($14.34,+57% - $22.77,+149%)
   +EOY (175d): $13.56,+48.5% ($10.76,+18% - $17.07,+87%)
   End-of-year outlook: 📈 Bullish Trend (+48.5%)
   Confidence: 88.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 175 days | EOY Target: $13.56 (+48.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 107
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      107       55.1%      0.23%      0.12%      4.64%       -0.77%        1.00%    -19.17%     21.24%
 14 days      107       56.1%      0.52%      1.42%     12.15%       -0.91%        3.75%    -24.55%    113.93%
 30 days      107       57.9%      1.20%      3.16%     13.97%        0.48%        5.84%    -26.57%     82.49%
 90 days      105       70.5%      4.66%     12.47%     24.67%        7.70%       17.25%    -38.94%     79.92%
180 days       92       90.2%     44.80%     37.92%     37.91%       30.07%       45.77%    -49.92%    103.98%
365 days       79       86.1%     70.10%     78.15%     61.48%       64.38%       91.93%    -42.96%    181.49%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.03%
Rounded target for matching: -3%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       52.1%      0.15%      0.39%      4.42%       -0.89%        1.68%    -11.09%     13.35%
 14 days       48       72.9%      1.93%      1.57%      6.02%       -0.18%        3.32%    -15.18%     22.76%
 30 days       48       64.6%      2.36%      1.55%      6.48%       -0.33%        3.43%    -14.26%     20.89%
 90 days       44       86.4%      7.24%     12.00%     22.11%        5.27%       18.72%    -28.82%    103.52%
180 days       44       88.6%     54.69%     40.48%     38.21%       28.86%       52.10%    -38.49%    109.54%
365 days       31       83.9%     61.34%     60.17%     50.43%       41.67%       78.67%    -35.85%    158.76%


========================================================================================================================

Chart 13: BTC-USD (Undervalued by 11.7%, Window = 1000 days) | Price: $108.4K | Date: 2025-07-09 | Daily: -0.5% | MTD: +1.2% | QTD: +1.2% | YTD: +16.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $108.4K ($92.0K,-15% - $163.9K,+51%)
   +30d (1m): $130.1K,+20.0% ($97.5K,-10% - $173.7K,+60%)
   +60d (2m): $138.0K,+27.2% ($103.3K,-5% - $184.2K,+70%)
   +90d (3m): $146.2K,+34.9% ($109.5K,+1% - $195.2K,+80%)
   +180d (6m): $174.2K,+60.7% ($130.5K,+20% - $232.6K,+115%)
   +365d (1y): $249.6K,+130.2% ($186.8K,+72% - $333.4K,+208%)
   +EOY (175d): $172.5K,+59.1% ($129.2K,+19% - $230.4K,+112%)
   End-of-year outlook: 📈 Bullish Trend (+59.1%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈36%)
   📅 Days until EOY 2025: 175 days | EOY Target: $172.5K (+59.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.69%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       86       51.2%      0.37%     10.17%     55.08%       -1.64%       21.98%    -62.14%    355.12%
180 days       82       64.6%     25.15%     38.06%     82.54%       19.93%       56.20%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 36.17%
Rounded target for matching: 36%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       60.0%      2.17%      4.73%     11.31%       -1.53%       10.99%    -12.33%     33.36%
 14 days       15       60.0%      6.78%      6.53%     13.15%       -0.76%       13.81%    -16.50%     30.45%
 30 days       15       66.7%     14.72%      8.48%     20.04%       -2.62%       19.58%    -24.00%     43.78%
 90 days       15       80.0%     17.51%     22.82%     48.75%       -4.17%       49.82%    -32.09%    174.16%
180 days       15       80.0%     32.99%    109.37%    137.68%       33.12%      185.61%    -54.90%    339.80%
365 days       14       85.7%    226.41%    304.13%    372.36%       89.14%      519.13%    -73.82%   1341.21%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 12 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    WAL-USD        225.2 0.9266      -95.6 $0.000088          69.3 1000    +0.0    +0.0    +0.0   +15.3
2    AERO-USD       210.8 0.8385      -88.7 $0.000280          67.8 1000   -15.2    +0.8    +0.8   +45.9
3    TRUMP-USD       73.1 0.7858      -93.0 $0.000571          42.2 365     +0.3    +2.0    +2.0   -72.8
4    PEPE-USD        56.0 0.7934      -99.8 $0.000006          35.9 120     +0.0    +0.0    +0.0    +0.0
5    APT-USD         41.5 0.9397      -83.8 $0.000131          29.3 500     +0.0    +0.0    +0.0   -38.4
6    GRT-USD         33.4 0.7712      -89.8 $0.454301          25.0 180     +0.0    +0.0    +0.0    +0.0
7    STX-USD         22.9 0.8480      -76.9 $0.002834          18.6 365     +0.0    +0.0    +0.0   -20.5
8    THETA-USD       22.0 0.7087      -88.3 $0.694362          18.0 180     -1.1    +0.4    +0.4   -68.6
9    WBT-USD         18.7 0.9357      209.0 $44.75             15.8 750     -0.1    +0.9    +0.9   +82.0
10   XDC-USD         16.8 0.7196      -70.9 $0.065146          14.4 180     -0.0   +10.3   +10.3    -7.4
11   WLD-USD         16.7 0.7534      -78.0 $0.863696          14.3 500     -2.4    -3.9    -3.9   -58.6
12   XTZ-USD         15.3 0.7409      -80.0 $0.535111          13.3 180     -0.2    -0.5    -0.5   -58.3

📊 DISPLAYING 12 OVERVALUED CRYPTO WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 225.2%, Window = 1000 days) | Price: $0.000088 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +15.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.2% ($0.000005,-94% - $0.000081,-7%)
   +60d (2m): $0.000016,-81.6% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (175d): $0.000006,-93.1% ($0.000002,-98% - $0.000024,-73%)
   End-of-year outlook: 📉 Bearish Trend (-93.1%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈46%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000006 (-93.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: AERO-USD (Overvalued by 210.8%, Window = 1000 days) | Price: $0.000280 | Date: 2025-07-09 | Daily: -15.2% | MTD: +0.8% | QTD: +0.8% | YTD: +45.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000280 ($0.000020,-93% - $0.000399,+42%)
   +30d (1m): $0.000075,-73.1% ($0.000017,-94% - $0.000333,+19%)
   +60d (2m): $0.000063,-77.5% ($0.000014,-95% - $0.000279,-0%)
   +90d (3m): $0.000053,-81.2% ($0.000012,-96% - $0.000233,-17%)
   +180d (6m): $0.000031,-89.0% ($0.000007,-98% - $0.000136,-51%)
   +365d (1y): $0.000010,-96.4% ($0.000002,-99% - $0.000045,-84%)
   +EOY (175d): $0.000032,-88.7% ($0.000007,-97% - $0.000141,-50%)
   End-of-year outlook: 📉 Bearish Trend (-88.7%)
   Confidence: 83.8% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000032 (-88.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AERO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.15%
Rounded target for matching: -8%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       72.7%      9.84%     13.64%     18.33%        1.33%       25.95%     -5.49%     55.56%
 14 days       11       54.5%      4.54%     20.26%     65.93%      -24.03%       64.56%    -29.51%    210.00%
 30 days       11       45.5%     -4.50%     68.87%    102.11%        0.27%      137.47%    -36.61%    232.97%
 90 days        9       33.3%    -16.89%    -13.52%     46.30%      -49.11%       22.07%    -96.63%     59.95%
180 days        8       25.0%    -50.22%    -26.77%     62.73%      -79.21%       25.68%    -95.48%     93.86%
365 days        4        0.0%    -95.55%    -86.28%     17.63%     -114.33%      -58.22%    -98.18%    -55.84%


========================================================================================================================

Chart 3: TRUMP-USD (Overvalued by 73.1%, Window = 365 days) | Price: $0.000571 | Date: 2025-07-09 | Daily: +0.3% | MTD: +2.0% | QTD: +2.0% | YTD: -72.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000571 ($0.000149,-74% - $0.000730,+28%)
   +30d (1m): $0.000265,-53.6% ($0.000120,-79% - $0.000587,+3%)
   +60d (2m): $0.000213,-62.7% ($0.000096,-83% - $0.000472,-17%)
   +90d (3m): $0.000171,-70.0% ($0.000077,-87% - $0.000380,-33%)
   +180d (6m): $0.000089,-84.5% ($0.000040,-93% - $0.000198,-65%)
   +365d (1y): $0.000023,-96.0% ($0.000010,-98% - $0.000052,-91%)
   +EOY (175d): $0.000092,-83.9% ($0.000041,-93% - $0.000205,-64%)
   End-of-year outlook: 📉 Bearish Trend (-83.9%)
   Confidence: 78.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000092 (-83.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -12.65%
Rounded target for matching: -13%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       48.0%     -3.70%      6.47%     49.75%      -14.07%       27.00%    -96.35%    187.99%
 14 days       25       40.0%     -5.99%      0.29%     38.18%      -15.47%       16.05%    -95.91%    115.58%
 30 days       25       28.0%    -14.87%     -5.09%     61.68%      -30.55%       20.37%    -96.61%    237.06%
 90 days       25       52.0%     11.18%     61.05%    204.20%      -23.24%      145.34%    -95.20%    892.42%
180 days       25       56.0%     15.05%     75.15%    172.64%        3.89%      146.41%    -99.14%    494.13%
365 days       25       24.0%    -74.36%     67.53%    272.84%      -45.10%      180.15%    -98.83%    907.98%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 57.38%
Rounded target for matching: 57%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       66.7%     34.22%    107.02%    171.51%      -72.97%      287.01%     -5.28%    482.65%
 14 days        6       33.3%    -13.05%     26.41%     79.97%      -57.51%      110.33%    -40.13%    195.01%
 30 days        6       50.0%      1.71%     90.95%    177.17%      -94.99%      276.88%    -51.94%    426.07%
 90 days        6       66.7%      8.45%     53.85%    133.80%      -86.56%      194.27%    -48.83%    342.79%
180 days        6       33.3%    -58.28%    -32.82%     42.77%      -77.70%       12.07%    -69.53%     41.91%
365 days        6       16.7%    -82.37%    466.76%   1195.52%     -787.86%     1721.39%    -87.31%   3139.17%


========================================================================================================================

Chart 4: PEPE-USD (Overvalued by 56.0%, Window = 120 days) | Price: $0.000006 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.000006 ($0.000002,-65% - $0.000007,+18%)
   +30d (1m): $0.000002,-61.6% ($0.000001,-79% - $0.000004,-29%)
   +60d (2m): $0.000001,-77.0% ($0.000001,-88% - $0.000003,-57%)
   +90d (3m): $0.000001,-86.3% ($0.000000,-93% - $0.000002,-74%)
   +180d (6m): $0.000000,-97.1% ($0.000000,-99% - $0.000000,-94%)
   +365d (1y): $0.000000,-99.9% ($0.000000,-100% - $0.000000,-100%)
   +EOY (175d): $0.000000,-96.8% ($0.000000,-98% - $0.000000,-94%)
   End-of-year outlook: 📉 Bearish Trend (-96.8%)
   Confidence: 79.3% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000000 (-96.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: APT-USD (Overvalued by 41.5%, Window = 500 days) | Price: $0.000131 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -38.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-51% - $0.000133,+1%)
   +30d (1m): $0.000080,-39.2% ($0.000056,-58% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.6% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.9% ($0.000041,-69% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.5% ($0.000010,-92% - $0.000022,-83%)
   +EOY (175d): $0.000039,-70.5% ($0.000027,-79% - $0.000056,-58%)
   End-of-year outlook: 📉 Bearish Trend (-70.5%)
   Confidence: 94.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.000039 (-70.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       46.7%      0.00%     -1.77%     21.03%      -13.42%        9.88%    -66.34%     42.54%
 14 days       15        6.7%     -2.22%    -10.48%     19.05%      -21.02%        0.07%    -78.25%      2.24%
 30 days       15        6.7%     -2.96%     -7.24%     30.87%      -24.33%        9.86%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 6: GRT-USD (Overvalued by 33.4%, Window = 180 days) | Price: $0.454301 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.239297,-47% - $0.484588,+7%)
   +30d (1m): $0.282323,-37.9% ($0.197954,-56% - $0.402650,-11%)
   +60d (2m): $0.234065,-48.5% ($0.163653,-64% - $0.334773,-26%)
   +90d (3m): $0.194056,-57.3% ($0.135214,-70% - $0.278507,-39%)
   +180d (6m): $0.110586,-75.7% ($0.076001,-83% - $0.160909,-65%)
   +365d (1y): $0.034808,-92.3% ($0.022930,-95% - $0.052839,-88%)
   +EOY (175d): $0.114096,-74.9% ($0.078483,-83% - $0.165867,-63%)
   End-of-year outlook: 📉 Bearish Trend (-74.9%)
   Confidence: 77.1% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.114096 (-74.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 22.9%, Window = 365 days) | Price: $0.002834 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001618,-43% - $0.003288,+16%)
   +30d (1m): $0.002044,-27.9% ($0.001433,-49% - $0.002916,+3%)
   +60d (2m): $0.001812,-36.1% ($0.001270,-55% - $0.002586,-9%)
   +90d (3m): $0.001606,-43.3% ($0.001125,-60% - $0.002294,-19%)
   +180d (6m): $0.001119,-60.5% ($0.000781,-72% - $0.001601,-44%)
   +365d (1y): $0.000532,-81.2% ($0.000369,-87% - $0.000767,-73%)
   +EOY (175d): $0.001141,-59.7% ($0.000797,-72% - $0.001634,-42%)
   End-of-year outlook: 📉 Bearish Trend (-59.7%)
   Confidence: 84.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.001141 (-59.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.40%
Rounded target for matching: -7%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       44.8%     -0.41%      3.77%     17.21%       -2.77%       10.32%    -18.32%     70.56%
 14 days       29       37.9%     -1.62%      5.66%     47.99%      -12.59%       23.92%    -98.88%    183.62%
 30 days       29       41.4%     -6.81%      2.21%     48.94%      -16.41%       20.82%    -98.80%    182.60%
 90 days       25       28.0%    -21.05%     -9.56%     53.79%      -31.77%       12.64%    -99.06%    199.90%
180 days       25       64.0%     24.73%    110.84%    308.08%      -16.32%      238.01%    -99.69%   1468.27%
365 days       25       60.0%     37.28%     85.63%    280.59%      -30.19%      201.45%    -99.87%   1295.54%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.27%
Rounded target for matching: -10%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -3.69%     -6.48%     11.71%      -13.55%        0.59%    -33.21%     10.69%
 14 days       13       30.8%     -8.98%     -8.76%     11.50%      -15.72%       -1.81%    -31.81%      7.64%
 30 days       13       15.4%    -11.07%    -19.44%     28.99%      -36.96%       -1.92%    -98.94%     26.71%
 90 days       13       46.2%    -13.16%     13.63%     75.87%      -32.22%       59.48%    -99.08%    191.98%
180 days       13       69.2%     21.68%     73.18%    178.08%      -34.43%      180.79%    -99.07%    598.99%
365 days       11       63.6%     52.65%    145.42%    314.09%      -65.58%      356.43%    -99.89%    910.62%


========================================================================================================================

Chart 8: THETA-USD (Overvalued by 22.0%, Window = 180 days) | Price: $0.694362 | Date: 2025-07-09 | Daily: -1.1% | MTD: +0.4% | QTD: +0.4% | YTD: -68.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.694362 ($0.384911,-45% - $0.841291,+21%)
   +30d (1m): $0.476981,-31.3% ($0.321840,-54% - $0.706906,+2%)
   +60d (2m): $0.399805,-42.4% ($0.268919,-61% - $0.594394,-14%)
   +90d (3m): $0.335116,-51.7% ($0.224550,-68% - $0.500123,-28%)
   +180d (6m): $0.197350,-71.6% ($0.130238,-81% - $0.299046,-57%)
   +365d (1y): $0.066458,-90.4% ($0.041847,-94% - $0.105543,-85%)
   +EOY (175d): $0.203242,-70.7% ($0.134259,-81% - $0.307669,-56%)
   End-of-year outlook: 📉 Bearish Trend (-70.7%)
   Confidence: 70.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.203242 (-70.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.83%
Rounded target for matching: -14%
Similar historical periods found: 36
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       36       61.1%      1.57%      0.19%     11.48%       -3.69%        4.08%    -41.73%     21.76%
 14 days       36       50.0%     -0.26%      0.72%     15.81%       -4.63%        6.07%    -48.80%     28.08%
 30 days       36       44.4%     -1.61%      8.45%     39.39%       -4.88%       21.78%    -41.62%    173.82%
 90 days       36       41.7%    -12.89%     27.92%     98.50%       -5.41%       61.25%    -68.17%    362.82%
180 days       35       74.3%      6.68%    128.74%    365.72%        3.11%      254.37%    -68.10%   1764.51%
365 days       29       62.1%     61.42%    153.50%    311.47%       35.03%      271.98%    -83.03%   1045.67%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.24%
Rounded target for matching: -4%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       45.8%     -1.87%     -0.46%     10.68%       -4.97%        4.05%    -24.90%     21.41%
 14 days       24       54.2%      0.26%      2.21%     19.46%       -6.01%       10.43%    -34.55%     64.22%
 30 days       24       37.5%     -5.01%     15.57%     72.83%      -15.19%       46.32%    -61.74%    219.92%
 90 days       24       33.3%    -18.37%      4.79%     55.88%      -18.81%       28.39%    -62.37%    155.99%
180 days       23       47.8%     -1.76%     54.06%    152.99%      -12.10%      120.22%    -83.14%    500.53%
365 days       21       57.1%     32.82%    678.16%   2139.33%     -295.65%     1651.97%    -87.84%   9864.20%


========================================================================================================================

Chart 9: WBT-USD (Overvalued by 18.7%, Window = 750 days) | Price: $44.75 | Date: 2025-07-09 | Daily: -0.1% | MTD: +0.9% | QTD: +0.9% | YTD: +82.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $44.75 ($26.69,-40% - $53.23,+19%)
   +30d (1m): $41.35,-7.6% ($29.28,-35% - $58.41,+31%)
   +60d (2m): $45.37,+1.4% ($32.12,-28% - $64.09,+43%)
   +90d (3m): $49.78,+11.2% ($35.23,-21% - $70.33,+57%)
   +180d (6m): $65.74,+46.9% ($46.51,+4% - $92.92,+108%)
   +365d (1y): $116.46,+160.2% ($82.30,+84% - $164.79,+268%)
   +EOY (175d): $64.73,+44.6% ($45.80,+2% - $91.49,+104%)
   End-of-year outlook: 📈 Bullish Trend (+44.6%)
   Confidence: 93.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $64.73 (+44.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: XDC-USD (Overvalued by 16.8%, Window = 180 days) | Price: $0.065146 | Date: 2025-07-09 | Daily: -0.0% | MTD: +10.3% | QTD: +10.3% | YTD: -7.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.065146 ($0.044801,-31% - $0.069405,+7%)
   +30d (1m): $0.050382,-22.7% ($0.040423,-38% - $0.062795,-4%)
   +60d (2m): $0.045521,-30.1% ($0.036458,-44% - $0.056836,-13%)
   +90d (3m): $0.041129,-36.9% ($0.032871,-50% - $0.051462,-21%)
   +180d (6m): $0.030336,-53.4% ($0.024039,-63% - $0.038283,-41%)
   +365d (1y): $0.016227,-75.1% ($0.012525,-81% - $0.021023,-68%)
   +EOY (175d): $0.030854,-52.6% ($0.024462,-62% - $0.038914,-40%)
   End-of-year outlook: 📉 Bearish Trend (-52.6%)
   Confidence: 72.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.030854 (-52.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XDC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.18%
Rounded target for matching: 7%
Similar historical periods found: 36
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       36       30.6%     -2.88%     -0.79%     16.77%       -6.46%        4.89%    -45.19%     62.78%
 14 days       36       47.2%     -0.60%      9.57%     40.78%       -4.23%       23.37%    -40.26%    194.23%
 30 days       36       38.9%     -4.36%     24.20%     91.48%       -6.75%       55.15%    -34.76%    461.82%
 90 days       35       40.0%    -15.78%     36.86%    121.77%       -4.97%       78.69%    -59.51%    573.91%
180 days       35       65.7%     46.14%     89.81%    148.33%       38.86%      140.77%    -57.71%    666.71%
365 days       32       71.9%     62.58%    710.92%   1966.76%        1.83%     1420.02%    -78.74%  11026.49%


========================================================================================================================
XDC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.52%
Rounded target for matching: 1%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       46.7%     -0.76%      3.26%     19.34%       -7.45%       13.96%    -26.42%     62.27%
 14 days       15       26.7%     -3.92%      7.41%     51.63%      -21.18%       36.00%    -30.10%    197.07%
 30 days       15       33.3%    -11.02%      7.59%     52.20%      -21.32%       36.50%    -38.99%    183.33%
 90 days       15       46.7%     -2.15%     27.11%     76.06%      -15.00%       69.23%    -53.25%    223.79%
180 days       15       66.7%     52.03%     96.24%    153.21%       11.40%      181.09%    -51.42%    507.43%
365 days       14       85.7%    330.72%    433.21%    458.96%      168.22%      698.21%    -68.05%   1296.85%


========================================================================================================================

Chart 11: WLD-USD (Overvalued by 16.7%, Window = 500 days) | Price: $0.863696 | Date: 2025-07-09 | Daily: -2.4% | MTD: -3.9% | QTD: -3.9% | YTD: -58.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.863696 ($0.376646,-56% - $1.45,+68%)
   +30d (1m): $0.653476,-24.3% ($0.332418,-62% - $1.28,+49%)
   +60d (2m): $0.577035,-33.2% ($0.293367,-66% - $1.13,+31%)
   +90d (3m): $0.509536,-41.0% ($0.258888,-70% - $1.00,+16%)
   +180d (6m): $0.350827,-59.4% ($0.177856,-79% - $0.692019,-20%)
   +365d (1y): $0.162901,-81.1% ($0.082078,-90% - $0.323310,-63%)
   +EOY (175d): $0.358177,-58.5% ($0.181606,-79% - $0.706421,-18%)
   End-of-year outlook: 📉 Bearish Trend (-58.5%)
   Confidence: 75.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 175 days | EOY Target: $0.358177 (-58.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -25.82%
Rounded target for matching: -26%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       33.3%     -1.12%     -0.58%      5.94%       -5.15%        3.99%     -7.43%     13.51%
 14 days        9       22.2%     -5.69%     -3.82%      6.12%       -8.53%        0.88%    -12.36%      6.30%
 30 days        9       22.2%     -8.45%     -3.90%     16.08%      -16.26%        8.46%    -26.87%     28.93%
 90 days        9       66.7%      4.25%     18.04%     60.47%      -28.44%       64.53%    -62.74%    159.87%
180 days        8       12.5%    -38.58%    -33.96%     19.17%      -49.99%      -17.93%    -62.24%      0.53%
365 days        6       66.7%  10251.65%   8012.31%   6149.31%     1559.00%    14465.61%    -81.85%  16876.59%


========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.28%
Rounded target for matching: 24%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       60.0%      1.77%      0.22%      7.47%       -9.06%        9.49%    -10.75%     10.09%
 14 days        5       40.0%     -1.10%      4.42%     15.27%      -14.54%       23.39%    -13.92%     24.49%
 30 days        5       80.0%     34.14%     75.36%    101.39%      -50.54%      201.25%    -20.46%    263.98%
 90 days        5       60.0%    149.73%   6140.57%   7624.05%    -3325.94%    15607.08%    -41.04%  17581.99%
180 days        5       60.0%     14.63%  11158.47%  13700.99%    -5853.56%    28170.49%    -46.19%  28862.16%
365 days        4       75.0%  17706.73%  21821.30%  22609.85%   -14156.01%    57798.60%    -47.46%  51919.19%


========================================================================================================================

Chart 12: XTZ-USD (Overvalued by 15.3%, Window = 180 days) | Price: $0.535111 | Date: 2025-07-09 | Daily: -0.2% | MTD: -0.5% | QTD: -0.5% | YTD: -58.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.535111 ($0.354004,-34% - $0.608168,+14%)
   +30d (1m): $0.406446,-24.0% ($0.309568,-42% - $0.533642,-0%)
   +60d (2m): $0.356033,-33.5% ($0.270581,-49% - $0.468470,-12%)
   +90d (3m): $0.311872,-41.7% ($0.236396,-56% - $0.411447,-23%)
   +180d (6m): $0.209622,-60.8% ($0.157224,-71% - $0.279483,-48%)
   +365d (1y): $0.092635,-82.7% ($0.067259,-87% - $0.127585,-76%)
   +EOY (175d): $0.214300,-60.0% ($0.160843,-70% - $0.285525,-47%)
   End-of-year outlook: 📉 Bearish Trend (-60.0%)
   Confidence: 74.1% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 175 days | EOY Target: $0.214300 (-60.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.75%
Rounded target for matching: -10%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       42.9%     -1.98%     -1.20%      9.08%       -3.64%        1.23%    -21.61%     20.86%
 14 days       56       44.6%     -0.81%     -0.76%     11.48%       -3.84%        2.31%    -19.46%     37.55%
 30 days       56       25.0%     -7.65%     -6.41%     20.02%      -11.77%       -1.05%    -56.07%     64.01%
 90 days       56       30.4%    -19.66%      3.74%     66.05%      -13.94%       21.43%    -72.37%    218.88%
180 days       56       39.3%    -13.81%     11.28%     72.56%       -8.16%       30.71%    -90.83%    263.38%
365 days       52       44.2%     -6.34%     27.39%    125.12%       -7.45%       62.22%    -83.80%    655.85%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.34%
Rounded target for matching: -1%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -3.06%      0.85%     13.24%       -8.05%        9.75%    -13.39%     26.41%
 14 days       11       27.3%     -7.18%      0.52%     18.05%      -11.61%       12.65%    -13.76%     45.49%
 30 days       11       45.5%     -2.49%     15.97%     33.10%       -6.26%       38.21%    -16.50%     79.75%
 90 days       11       54.5%     20.99%     22.98%     67.17%      -22.14%       68.10%    -47.02%    174.81%
180 days       11       45.5%     -4.54%      0.04%     49.89%      -33.48%       33.55%    -68.11%    121.92%
365 days       10       30.0%    -48.88%     -5.42%     78.86%      -61.83%       50.99%    -80.79%    155.39%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 89
Average R-squared: 0.6614
Best R-squared: 0.987716
Average annual growth: 5796.5%

Valuation breakdown:
  🟢 UNDERVALUED: 13 (14.6%) - Buy Opportunities
  🔴 OVERVALUED: 12 (13.5%) - Sell Warnings
  🟡 FAIR_VALUE: 11 (12.4%) - Hold/Monitor

Optimal window distribution:
  120 days: 14 instruments (15.7%)
  180 days: 29 instruments (32.6%)
  365 days: 6 instruments (6.7%)
  500 days: 13 instruments (14.6%)
  750 days: 11 instruments (12.4%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 13
  🔴 High-quality overvalued warnings: 12
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

======================================================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X     0.9363   120      39.2 1.3573         🟡FAIR        -1.6    -0.1    -0.6    -1.1    -1.2    -1.2    +8.4
2    EURUSD=X     0.9153   120      51.3 1.1708         🟡FAIR        -0.8    -0.2    -0.6    -0.2    -0.7    -0.7   +13.1
3    DX-Y.NYB     0.9120   120     -30.6 97.702         🟡FAIR         1.4    +0.2    +0.8    +0.5    +1.0    +1.0   -10.0
4    USDCHF=X     0.8979   120     -36.7 0.7977         🟡FAIR         0.7    +0.2    +0.5    -0.1    +0.6    +0.6   -12.1
5    USDCAD=X     0.8404   120     -18.3 1.3685         🟡FAIR         0.8    +0.0    +0.6    +0.0    +0.6    +0.6    -4.8
6    NZDUSD=X     0.7859   120      28.9 0.5993         🟡FAIR        -1.5    -0.1    -0.9    -1.2    -1.6    -1.6    +7.1
7    USDJPY=X     0.6802   1000     10.9 147.12         🟡FAIR         nan    +0.3    +1.8    +1.8    +2.3    +2.3    -6.7
8    AUDUSD=X     0.6217   1000     -4.7 0.6529         🟡FAIR         nan    -0.0    -0.3    -0.1    -0.7    -0.7    +5.4

📊 DISPLAYING 8 CURRENCY TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9363, Window = 120 days) | Price: 1.3573 | Date: 2025-07-09 | Daily: -0.1% | MTD: -1.2% | QTD: -1.2% | YTD: +8.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3573 (1.3573,-0% - 1.4027,+3%)
   +30d (1m): 1.4178,+4.5% (1.3943,+3% - 1.4417,+6%)
   +60d (2m): 1.4569,+7.3% (1.4322,+6% - 1.4819,+9%)
   +90d (3m): 1.4970,+10.3% (1.4710,+8% - 1.5234,+12%)
   +180d (6m): 1.6241,+19.7% (1.5932,+17% - 1.6556,+22%)
   +365d (1y): 1.9204,+41.5% (1.8741,+38% - 1.9677,+45%)
   +EOY (175d): 1.6168,+19.1% (1.5862,+17% - 1.6480,+21%)
   End-of-year outlook: 📈 Bullish Trend (+19.1%)
   Confidence: 93.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 175 days | EOY Target: 1.6168 (+19.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.44%
Rounded target for matching: 0%
Similar historical periods found: 767
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      767       55.3%      0.14%      0.02%      1.50%       -0.08%        0.13%    -11.09%      5.63%
 14 days      767       52.9%      0.12%      0.02%      1.98%       -0.13%        0.16%     -9.00%      5.66%
 30 days      767       53.5%      0.31%      0.03%      2.98%       -0.18%        0.24%    -10.97%      9.06%
 90 days      767       53.3%      0.55%     -0.50%      5.36%       -0.88%       -0.12%    -25.52%     18.91%
180 days      763       46.9%     -0.55%     -1.33%      8.00%       -1.90%       -0.76%    -29.38%     15.57%
365 days      722       43.2%     -1.26%     -2.56%      9.65%       -3.26%       -1.85%    -30.48%     16.93%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.68%
Rounded target for matching: 8%
Similar historical periods found: 65
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       65       36.9%     -0.32%     -0.32%      1.52%       -0.70%        0.05%     -4.41%      4.14%
 14 days       65       46.2%     -0.07%     -0.37%      1.75%       -0.80%        0.06%     -4.32%      4.17%
 30 days       65       36.9%     -0.53%     -0.46%      2.02%       -0.96%        0.04%     -4.70%      4.60%
 90 days       64       64.1%      1.14%      0.18%      3.59%       -0.71%        1.08%     -7.75%      6.08%
180 days       64       62.5%      1.86%      1.07%      4.99%       -0.17%        2.32%    -12.62%      9.27%
365 days       64       67.2%      1.07%      0.63%      6.05%       -0.88%        2.15%    -15.38%      9.93%


========================================================================================================================

Chart 2: EURUSD=X (R² = 0.9153, Window = 120 days) | Price: 1.1708 | Date: 2025-07-09 | Daily: -0.2% | MTD: -0.7% | QTD: -0.7% | YTD: +13.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1708 (1.1521,-2% - 1.2089,+3%)
   +30d (1m): 1.2211,+4.3% (1.1916,+2% - 1.2513,+7%)
   +60d (2m): 1.2634,+7.9% (1.2322,+5% - 1.2952,+11%)
   +90d (3m): 1.3071,+11.6% (1.2741,+9% - 1.3409,+15%)
   +180d (6m): 1.4477,+23.6% (1.4076,+20% - 1.4889,+27%)
   +365d (1y): 1.7859,+52.5% (1.7235,+47% - 1.8507,+58%)
   +EOY (175d): 1.4395,+22.9% (1.3998,+20% - 1.4803,+26%)
   End-of-year outlook: 📈 Bullish Trend (+22.9%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 175 days | EOY Target: 1.4395 (+22.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.27%
Rounded target for matching: 3%
Similar historical periods found: 419
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      419       54.7%      0.14%      0.05%      1.39%       -0.09%        0.18%     -5.82%      4.99%
 14 days      419       50.8%      0.08%      0.10%      1.91%       -0.08%        0.29%     -7.20%      6.36%
 30 days      419       50.6%      0.05%      0.26%      2.75%       -0.00%        0.53%    -10.53%      8.53%
 90 days      407       53.3%      0.58%      0.68%      4.45%        0.24%        1.11%    -15.78%      9.78%
180 days      407       52.3%      0.35%      0.03%      7.33%       -0.68%        0.75%    -18.50%     15.83%
365 days      402       44.0%     -1.51%     -1.53%      8.40%       -2.35%       -0.70%    -21.99%     23.87%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.43%
Rounded target for matching: 12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -0.98%     -0.92%      2.20%       -1.99%        0.14%     -5.07%      2.70%
 14 days       19       26.3%     -1.89%     -1.72%      2.31%       -2.84%       -0.61%     -5.23%      1.97%
 30 days       19       10.5%     -3.07%     -2.83%      2.47%       -4.02%       -1.64%     -6.47%      2.47%
 90 days       19       21.1%     -1.47%     -1.53%      3.16%       -3.05%       -0.01%     -5.55%      5.91%
180 days       19       36.8%     -2.95%     -3.31%      6.46%       -6.42%       -0.19%    -14.20%      5.43%
365 days       19        0.0%     -5.10%     -5.86%      3.16%       -7.38%       -4.33%    -13.14%     -1.69%


========================================================================================================================

Chart 3: DX-Y.NYB (R² = 0.9120, Window = 120 days) | Price: 97.702 | Date: 2025-07-09 | Daily: +0.2% | MTD: +1.0% | QTD: +1.0% | YTD: -10.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.702 (94.308,-3% - 98.495,+1%)
   +30d (1m): 93.523,-4.3% (91.484,-6% - 95.607,-2%)
   +60d (2m): 90.751,-7.1% (88.734,-9% - 92.815,-5%)
   +90d (3m): 88.062,-9.9% (86.056,-12% - 90.116,-8%)
   +180d (6m): 80.463,-17.6% (78.450,-20% - 82.528,-16%)
   +365d (1y): 66.840,-31.6% (64.727,-34% - 69.022,-29%)
   +EOY (175d): 80.868,-17.2% (78.856,-19% - 82.931,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.2%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 175 days | EOY Target: 80.868 (-17.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.24%
Rounded target for matching: -1%
Similar historical periods found: 1761
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1761       48.4%     -0.02%     -0.11%      1.29%       -0.17%       -0.05%     -7.77%      5.15%
 14 days     1761       47.4%     -0.07%     -0.16%      1.87%       -0.24%       -0.07%     -9.19%      6.88%
 30 days     1761       49.2%     -0.03%     -0.16%      2.91%       -0.29%       -0.02%     -9.25%      9.24%
 90 days     1759       46.8%     -0.34%     -0.22%      5.40%       -0.47%        0.04%    -13.08%     21.48%
180 days     1756       46.2%     -0.72%     -0.38%      7.59%       -0.73%       -0.02%    -22.59%     27.25%
365 days     1731       49.3%     -0.19%      0.10%     11.20%       -0.42%        0.63%    -31.68%     33.83%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.21%
Rounded target for matching: -9%
Similar historical periods found: 245
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      245       45.7%     -0.22%     -0.08%      1.56%       -0.28%        0.11%     -4.80%      4.57%
 14 days      245       43.7%     -0.30%     -0.25%      1.92%       -0.49%       -0.00%     -4.89%      6.61%
 30 days      245       52.2%      0.20%     -0.00%      2.58%       -0.33%        0.32%     -6.40%     10.51%
 90 days      241       54.8%      0.48%      0.84%      5.55%        0.13%        1.54%    -11.45%     16.20%
180 days      241       53.1%      0.79%      0.66%      9.56%       -0.55%        1.87%    -20.62%     18.76%
365 days      241       68.9%      2.77%      0.54%     12.18%       -1.01%        2.08%    -27.05%     26.68%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8979, Window = 120 days) | Price: 0.7977 | Date: 2025-07-09 | Daily: +0.2% | MTD: +0.6% | QTD: +0.6% | YTD: -12.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.7977 (0.7689,-4% - 0.8156,+2%)
   +30d (1m): 0.7627,-4.4% (0.7403,-7% - 0.7858,-1%)
   +60d (2m): 0.7346,-7.9% (0.7125,-11% - 0.7573,-5%)
   +90d (3m): 0.7075,-11.3% (0.6858,-14% - 0.7300,-8%)
   +180d (6m): 0.6321,-20.8% (0.6108,-23% - 0.6542,-18%)
   +365d (1y): 0.5014,-37.1% (0.4801,-40% - 0.5237,-34%)
   +EOY (175d): 0.6361,-20.3% (0.6147,-23% - 0.6582,-17%)
   End-of-year outlook: 📉 Bearish Trend (-20.3%)
   Confidence: 89.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 175 days | EOY Target: 0.6361 (-20.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.58%
Rounded target for matching: -4%
Similar historical periods found: 273
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      273       51.3%      0.03%     -0.03%      1.65%       -0.23%        0.17%     -5.35%      5.54%
 14 days      273       42.9%     -0.29%     -0.28%      2.06%       -0.53%       -0.04%     -5.69%      5.68%
 30 days      273       49.8%      0.00%     -0.19%      2.70%       -0.51%        0.13%     -9.14%      7.86%
 90 days      267       52.1%      0.28%     -0.01%      5.17%       -0.63%        0.62%    -16.62%     14.38%
180 days      267       48.7%     -0.08%     -0.10%      6.29%       -0.86%        0.65%    -15.11%     14.21%
365 days      252       51.6%      0.40%     -0.14%      6.51%       -0.95%        0.66%    -18.23%     15.11%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.62%
Rounded target for matching: -12%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       55.2%      0.20%     -0.04%      2.16%       -0.86%        0.78%     -5.91%      4.00%
 14 days       29       48.3%     -0.12%      0.79%      4.63%       -0.97%        2.55%     -6.85%     12.32%
 30 days       29       48.3%     -0.09%      1.55%      7.71%       -1.39%        4.48%    -13.19%     16.54%
 90 days       29       86.2%      6.50%      7.21%      6.79%        4.63%        9.79%     -5.06%     18.91%
180 days       29       93.1%     10.64%     10.68%      8.18%        7.57%       13.79%    -13.51%     20.86%
365 days       29       93.1%     11.54%      9.51%      6.31%        7.11%       11.91%     -6.68%     18.20%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8404, Window = 120 days) | Price: 1.3685 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.6% | QTD: +0.6% | YTD: -4.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3685 (1.3356,-2% - 1.3814,+1%)
   +30d (1m): 1.3358,-2.4% (1.3132,-4% - 1.3589,-1%)
   +60d (2m): 1.3138,-4.0% (1.2910,-6% - 1.3369,-2%)
   +90d (3m): 1.2921,-5.6% (1.2692,-7% - 1.3154,-4%)
   +180d (6m): 1.2291,-10.2% (1.2052,-12% - 1.2536,-8%)
   +365d (1y): 1.1092,-18.9% (1.0819,-21% - 1.1372,-17%)
   +EOY (175d): 1.2326,-9.9% (1.2087,-12% - 1.2569,-8%)
   End-of-year outlook: 📉 Bearish Trend (-9.9%)
   Confidence: 84.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 175 days | EOY Target: 1.2326 (-9.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.90%
Rounded target for matching: -1%
Similar historical periods found: 870
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      870       50.7%      0.03%      0.03%      1.16%       -0.04%        0.11%     -4.49%      3.41%
 14 days      870       54.5%      0.22%      0.12%      1.68%        0.01%        0.24%     -5.56%      6.09%
 30 days      870       52.4%      0.18%      0.03%      2.39%       -0.13%        0.18%     -7.81%      6.83%
 90 days      866       56.2%      0.60%      0.30%      4.52%        0.00%        0.60%    -12.17%     28.78%
180 days      858       56.9%      0.74%      0.88%      7.01%        0.41%        1.35%    -20.81%     29.94%
365 days      839       56.6%      1.45%      1.53%      8.69%        0.95%        2.12%    -18.66%     29.60%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.23%
Rounded target for matching: -5%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       48.1%     -0.05%     -0.02%      1.27%       -0.19%        0.16%     -3.99%      3.79%
 14 days      206       50.5%      0.02%     -0.13%      1.82%       -0.38%        0.12%     -5.56%      5.46%
 30 days      206       51.0%      0.15%     -0.04%      2.64%       -0.41%        0.32%     -8.40%      7.18%
 90 days      204       52.9%      0.36%     -0.06%      3.34%       -0.52%        0.40%    -11.85%     11.01%
180 days      204       49.5%     -0.03%      0.11%      5.14%       -0.60%        0.82%    -14.16%     17.52%
365 days      204       54.4%      1.32%      1.95%      8.90%        0.72%        3.18%    -16.46%     28.51%


========================================================================================================================

Chart 6: NZDUSD=X (R² = 0.7859, Window = 120 days) | Price: 0.5993 | Date: 2025-07-09 | Daily: -0.1% | MTD: -1.6% | QTD: -1.6% | YTD: +7.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.5993 (0.5931,-1% - 0.6239,+4%)
   +30d (1m): 0.6212,+3.6% (0.6054,+1% - 0.6373,+6%)
   +60d (2m): 0.6343,+5.8% (0.6178,+3% - 0.6511,+9%)
   +90d (3m): 0.6476,+8.1% (0.6305,+5% - 0.6653,+11%)
   +180d (6m): 0.6895,+15.0% (0.6694,+12% - 0.7101,+18%)
   +365d (1y): 0.7841,+30.8% (0.7553,+26% - 0.8141,+36%)
   +EOY (175d): 0.6871,+14.6% (0.6672,+11% - 0.7075,+18%)
   End-of-year outlook: 📈 Bullish Trend (+14.6%)
   Confidence: 78.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 175 days | EOY Target: 0.6871 (+14.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.76%
Rounded target for matching: 1%
Similar historical periods found: 556
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      556       51.3%      0.05%     -0.06%      1.98%       -0.22%        0.11%     -9.73%      9.70%
 14 days      556       52.0%      0.11%     -0.06%      2.69%       -0.29%        0.16%     -9.59%      8.91%
 30 days      556       51.8%      0.15%      0.14%      3.49%       -0.15%        0.43%    -10.16%     14.23%
 90 days      548       52.4%      0.66%      0.29%      5.89%       -0.20%        0.79%    -16.25%     24.36%
180 days      544       43.9%     -1.08%     -0.51%      8.70%       -1.24%        0.22%    -33.84%     40.40%
365 days      530       44.5%     -0.82%     -1.92%     11.33%       -2.88%       -0.95%    -30.95%     40.20%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.93%
Rounded target for matching: 7%
Similar historical periods found: 195
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      195       48.7%     -0.05%     -0.19%      1.73%       -0.43%        0.06%     -9.73%      4.68%
 14 days      195       47.7%     -0.19%     -0.11%      2.44%       -0.45%        0.23%     -9.57%      5.56%
 30 days      195       54.9%      0.34%      0.27%      3.44%       -0.21%        0.76%     -9.70%      9.00%
 90 days      192       53.6%      0.43%      0.25%      5.48%       -0.53%        1.03%    -11.00%     14.73%
180 days      192       41.1%     -0.99%      0.46%      8.60%       -0.77%        1.68%    -34.17%     23.63%
365 days      192       29.7%     -5.33%     -4.11%     10.10%       -5.55%       -2.67%    -24.34%     22.96%


========================================================================================================================

Chart 7: USDJPY=X (R² = 0.6802, Window = 1000 days) | Price: 147.12 | Date: 2025-07-09 | Daily: +0.3% | MTD: +2.3% | QTD: +2.3% | YTD: -6.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 147.12 (143.46,-2% - 178.86,+22%)
   +30d (1m): 161.55,+9.8% (144.69,-2% - 180.39,+23%)
   +60d (2m): 162.93,+10.7% (145.92,-1% - 181.93,+24%)
   +90d (3m): 164.32,+11.7% (147.16,+0% - 183.48,+25%)
   +180d (6m): 168.56,+14.6% (150.95,+3% - 188.24,+28%)
   +365d (1y): 177.63,+20.7% (159.04,+8% - 198.40,+35%)
   +EOY (175d): 168.33,+14.4% (150.73,+2% - 187.97,+28%)
   End-of-year outlook: 📈 Bullish Trend (+14.4%)
   Confidence: 68.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 52 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 175 days | EOY Target: 168.33 (+14.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.04%
Rounded target for matching: 2%
Similar historical periods found: 741
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      741       50.2%      0.02%     -0.10%      1.53%       -0.21%        0.02%     -7.50%      5.00%
 14 days      741       51.1%      0.06%     -0.06%      2.24%       -0.22%        0.10%     -8.87%      9.25%
 30 days      741       50.7%      0.05%      0.10%      3.54%       -0.16%        0.35%    -17.74%     14.74%
 90 days      741       50.5%      0.05%     -0.15%      6.59%       -0.62%        0.33%    -20.34%     20.74%
180 days      731       48.7%     -0.20%      0.18%      9.08%       -0.48%        0.84%    -18.48%     27.29%
365 days      700       43.0%     -1.47%      0.16%     13.57%       -0.85%        1.16%    -29.12%     34.84%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.42%
Rounded target for matching: -2%
Similar historical periods found: 594
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      594       50.7%      0.05%     -0.05%      1.57%       -0.17%        0.08%    -13.16%      5.99%
 14 days      594       53.7%      0.16%      0.00%      1.97%       -0.15%        0.16%    -13.54%      8.36%
 30 days      594       50.0%      0.00%     -0.05%      2.90%       -0.28%        0.18%    -10.11%     10.93%
 90 days      588       48.3%     -0.21%      0.52%      5.79%        0.05%        0.99%    -17.37%     19.63%
180 days      576       46.2%     -0.50%      1.03%      9.08%        0.29%        1.77%    -17.91%     32.57%
365 days      567       49.4%     -0.10%      3.23%     12.22%        2.23%        4.24%    -20.98%     33.03%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6217, Window = 1000 days) | Price: 0.6529 | Date: 2025-07-09 | Daily: -0.0% | MTD: -0.7% | QTD: -0.7% | YTD: +5.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6529 (0.5939,-9% - 0.6671,+2%)
   +30d (1m): 0.6270,-4.0% (0.5916,-9% - 0.6645,+2%)
   +60d (2m): 0.6245,-4.3% (0.5893,-10% - 0.6619,+1%)
   +90d (3m): 0.6221,-4.7% (0.5869,-10% - 0.6593,+1%)
   +180d (6m): 0.6148,-5.8% (0.5800,-11% - 0.6516,-0%)
   +365d (1y): 0.6000,-8.1% (0.5660,-13% - 0.6360,-3%)
   +EOY (175d): 0.6152,-5.8% (0.5804,-11% - 0.6520,-0%)
   End-of-year outlook: 📉 Bearish Trend (-5.8%)
   Confidence: 62.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 175 days | EOY Target: 0.6152 (-5.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.27%
Rounded target for matching: 1%
Similar historical periods found: 597
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      597       48.6%     -0.06%      0.64%     19.83%       -0.95%        2.23%     -6.86%    483.13%
 14 days      597       45.4%     -0.30%     -0.33%      2.34%       -0.52%       -0.14%    -12.05%      6.86%
 30 days      597       46.9%     -0.40%     -0.46%      3.34%       -0.73%       -0.19%    -15.46%     10.36%
 90 days      580       38.8%     -1.50%     -1.96%      7.48%       -2.57%       -1.35%    -36.57%     22.93%
180 days      573       35.4%     -3.18%     -3.39%      9.79%       -4.19%       -2.59%    -34.04%     40.56%
365 days      533       37.3%     -3.08%     -2.94%     11.59%       -3.92%       -1.95%    -25.05%     40.12%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.96%
Rounded target for matching: 5%
Similar historical periods found: 239
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      239       52.7%      0.12%     -0.12%      1.71%       -0.34%        0.09%     -7.52%      4.14%
 14 days      239       51.5%      0.09%     -0.04%      2.57%       -0.37%        0.28%    -10.15%      9.72%
 30 days      239       51.9%      0.11%     -0.14%      3.96%       -0.64%        0.37%    -15.32%     15.78%
 90 days      238       49.6%     -0.06%     -1.58%      9.14%       -2.75%       -0.42%    -35.07%     23.98%
180 days      238       41.2%     -2.93%     -3.11%     12.35%       -4.69%       -1.53%    -33.99%     34.58%
365 days      233       34.3%     -5.22%     -4.73%     12.81%       -6.38%       -3.08%    -26.13%     32.74%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8237
Best R-squared: 0.936258
Average annual growth: 5.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 6 (75.0%) - Hold/Monitor

Optimal window distribution:
  120 days: 6 instruments (75.0%)
  1000 days: 2 instruments (25.0%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

======================================================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    GC=F         0.9609   500      36.1 $3.3K          🟡FAIR         0.2    -0.3    -0.1    +1.1    -0.2    -0.2   +25.4
2    LE=F         0.9242   1000     14.4 $219.90        🟡FAIR         2.1    +0.0    +3.0    -2.4    +3.7    +3.7   +14.6
3    ES=F         0.9125   750      19.5 $6.3K          🟡FAIR        -0.7    +0.0    -0.7    +0.7    +0.3    +0.3    +5.3
4    KC=F         0.9113   500      68.0 $284.30        🟢UNDER      -29.4    +0.0    -0.5    -7.9    -7.3    -7.3   -11.6
5    DX=F         0.9086   120     -22.2 $97.35         🟡FAIR         1.3    +0.0    +0.7    +0.5    +1.0    +1.0   -10.1
6    NQ=F         0.9034   750      27.5 $22.9K         🟡FAIR        -2.3    +0.0    -0.4    +0.5    +0.0    +0.0    +7.5
7    YM=F         0.8789   750      13.2 $44.5K         🟡FAIR        -0.7    -0.2    -1.0    +0.6    +0.3    +0.3    +3.6
8    CC=F         0.8770   750      85.2 $8.1K          🟢UNDER      -35.7    +0.0    -8.6   -13.3   -11.5   -11.5   -30.2
9    ZS=F         0.8616   750     -15.8 $1.0K          🟡FAIR         6.3    +0.0    -2.2    -1.2    -0.4    -0.4    +2.1
10   SI=F         0.8540   750      21.7 $36.76         🟡FAIR         6.4    -0.2    -0.9    +2.4    +1.9    +1.9   +25.6
11   PA=F         0.8482   1000    -24.5 $1.1K          🔴OVER        40.3    -0.5    +1.4    +1.6    +1.3    +1.3   +23.7
12   SB=F         0.8413   180     -35.5 $16.15         🟡FAIR        -0.4    +0.0    -0.9    +3.5    -0.4    -0.4   -16.4
13   OJ=F         0.8257   180     -75.4 $252.40        🔴OVER        18.9    +0.0   +12.0   +14.4   +17.4   +17.4   -49.4
14   HE=F         0.8046   120      84.5 $107.20        🟡FAIR         0.3    +0.0    -0.3    -4.5    -2.6    -2.6   +32.4
15   ZB=F         0.7759   1000     -8.6 $113.09        🟡FAIR         4.9    +0.1    -1.0    -1.2    -2.0    -2.0    -0.6

📊 DISPLAYING 15 FUTURES TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9609, Window = 500 days) | Price: $3.3K | Date: 2025-07-09 | Daily: -0.3% | MTD: -0.2% | QTD: -0.2% | YTD: +25.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.1K,-7% - $3.5K,+7%)
   +30d (1m): $3.4K,+3.5% ($3.2K,-4% - $3.7K,+11%)
   +60d (2m): $3.5K,+7.4% ($3.3K,+0% - $3.8K,+15%)
   +90d (3m): $3.7K,+11.4% ($3.4K,+4% - $3.9K,+20%)
   +180d (6m): $4.1K,+24.4% ($3.8K,+16% - $4.4K,+34%)
   +365d (1y): $5.2K,+56.0% ($4.8K,+45% - $5.5K,+68%)
   +EOY (175d): $4.1K,+23.6% ($3.8K,+15% - $4.4K,+33%)
   End-of-year outlook: 📈 Bullish Trend (+23.6%)
   Confidence: 96.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 175 days | EOY Target: $4.1K (+23.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.11%
Rounded target for matching: 0%
Similar historical periods found: 466
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      466       50.9%      0.06%      0.04%      2.86%       -0.22%        0.30%    -12.24%     12.72%
 14 days      466       53.2%      0.34%      0.53%      3.65%        0.19%        0.86%    -13.95%     12.92%
 30 days      466       57.9%      1.34%      1.87%      5.57%        1.36%        2.38%    -15.66%     24.01%
 90 days      465       73.3%      4.55%      4.74%      9.46%        3.88%        5.60%    -22.15%     32.26%
180 days      460       70.0%      7.89%      9.05%     14.13%        7.75%       10.34%    -25.58%     47.15%
365 days      447       78.1%     16.01%     17.87%     21.47%       15.87%       19.86%    -26.64%     67.34%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.42%
Rounded target for matching: 16%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       60.4%      1.00%      0.64%      3.16%        0.04%        1.23%     -7.00%     11.44%
 14 days      111       56.8%      0.73%      0.84%      4.10%        0.06%        1.61%    -10.21%     10.15%
 30 days      111       58.6%      1.68%      1.66%      5.89%        0.55%        2.76%    -11.92%     15.89%
 90 days      108       72.2%      5.47%      6.15%      9.61%        4.31%        7.98%    -11.37%     29.86%
180 days      106       77.4%     12.29%     10.63%     12.29%        8.26%       12.99%    -31.46%     30.46%
365 days       90       91.1%     18.57%     17.49%     15.67%       14.21%       20.77%    -25.53%     50.63%


========================================================================================================================

Chart 2: LE=F (R² = 0.9242, Window = 1000 days) | Price: $219.90 | Date: 2025-07-09 | Daily: +0.0% | MTD: +3.7% | QTD: +3.7% | YTD: +14.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $219.90 ($197.45,-10% - $234.96,+7%)
   +30d (1m): $218.87,-0.5% ($200.64,-9% - $238.77,+9%)
   +60d (2m): $222.41,+1.1% ($203.88,-7% - $242.64,+10%)
   +90d (3m): $226.01,+2.8% ($207.17,-6% - $246.56,+12%)
   +180d (6m): $237.16,+7.8% ($217.38,-1% - $258.74,+18%)
   +365d (1y): $261.83,+19.1% ($239.95,+9% - $285.70,+30%)
   +EOY (175d): $236.53,+7.6% ($216.80,-1% - $258.05,+17%)
   End-of-year outlook: 📈 Bullish Trend (+7.6%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 72 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $236.53 (+7.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.90%
Rounded target for matching: 2%
Similar historical periods found: 540
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      540       56.3%      0.52%      0.29%      2.75%        0.06%        0.53%    -14.61%      8.25%
 14 days      540       60.9%      0.73%      0.57%      3.52%        0.27%        0.87%    -17.25%      9.40%
 30 days      540       62.6%      1.43%      0.86%      5.35%        0.41%        1.32%    -24.41%     15.93%
 90 days      531       62.9%      3.01%      2.25%      9.56%        1.43%        3.06%    -30.66%     32.81%
180 days      525       65.0%      4.86%      4.32%     11.67%        3.32%        5.32%    -26.45%     31.65%
365 days      512       68.9%     11.01%      8.86%     17.40%        7.35%       10.37%    -38.87%     54.02%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.28%
Rounded target for matching: 10%
Similar historical periods found: 226
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      226       48.7%     -0.14%     -0.20%      2.43%       -0.52%        0.12%     -8.28%      6.90%
 14 days      226       46.0%     -0.26%     -0.11%      3.44%       -0.56%        0.34%    -14.18%     14.95%
 30 days      226       59.3%      0.72%      0.82%      5.22%        0.14%        1.51%    -22.71%     18.31%
 90 days      221       55.2%      1.41%      0.72%      9.14%       -0.49%        1.93%    -25.57%     20.33%
180 days      219       68.5%      4.80%      4.57%      9.35%        3.32%        5.81%    -22.12%     23.63%
365 days      213       67.6%      6.96%      7.29%     14.12%        5.39%        9.20%    -25.22%     37.75%


========================================================================================================================

Chart 3: ES=F (R² = 0.9125, Window = 750 days) | Price: $6.3K | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.3% | QTD: +0.3% | YTD: +5.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.3K ($5.7K,-8% - $6.9K,+11%)
   +30d (1m): $6.4K,+2.8% ($5.9K,-6% - $7.1K,+13%)
   +60d (2m): $6.6K,+5.1% ($6.0K,-4% - $7.2K,+15%)
   +90d (3m): $6.7K,+7.3% ($6.1K,-2% - $7.4K,+18%)
   +180d (6m): $7.2K,+14.4% ($6.5K,+4% - $7.9K,+26%)
   +365d (1y): $8.2K,+30.3% ($7.4K,+19% - $9.0K,+43%)
   +EOY (175d): $7.1K,+13.9% ($6.5K,+4% - $7.8K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+13.9%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 42 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 175 days | EOY Target: $7.1K (+13.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.57%
Rounded target for matching: 6%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       61.9%      0.59%      0.38%      1.84%        0.17%        0.58%     -8.18%      6.48%
 14 days      299       66.2%      0.79%      0.53%      2.53%        0.24%        0.82%    -10.58%      6.88%
 30 days      299       67.2%      1.58%      1.28%      3.91%        0.84%        1.73%    -15.38%     11.73%
 90 days      299       64.2%      3.40%      2.67%      7.73%        1.79%        3.55%    -27.40%     24.76%
180 days      297       77.4%      7.08%      6.59%     12.51%        5.16%        8.02%    -37.96%     36.79%
365 days      272       80.5%     18.63%     14.50%     19.13%       12.22%       16.78%    -55.10%     56.57%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.06%
Rounded target for matching: 5%
Similar historical periods found: 342
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      342       62.0%      0.52%      0.24%      2.05%        0.02%        0.46%     -7.47%      7.27%
 14 days      342       64.9%      0.92%      0.51%      2.80%        0.21%        0.81%    -12.86%     10.52%
 30 days      342       67.8%      1.42%      1.21%      3.93%        0.79%        1.63%    -17.37%     12.41%
 90 days      342       74.6%      3.91%      3.00%      7.33%        2.22%        3.77%    -29.31%     19.40%
180 days      330       80.9%      8.69%      6.65%     10.16%        5.55%        7.75%    -41.33%     31.50%
365 days      324       83.6%     13.50%     12.53%     17.93%       10.57%       14.49%    -48.06%     43.84%


========================================================================================================================

Chart 4: KC=F (R² = 0.9113, Window = 500 days) | Price: $284.30 | Date: 2025-07-09 | Daily: +0.0% | MTD: -7.3% | QTD: -7.3% | YTD: -11.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $284.30 ($335.22,+18% - $483.16,+70%)
   +30d (1m): $428.08,+50.6% ($356.52,+25% - $514.00,+81%)
   +60d (2m): $455.34,+60.2% ($379.17,+33% - $546.83,+92%)
   +90d (3m): $484.35,+70.4% ($403.25,+42% - $581.75,+105%)
   +180d (6m): $582.91,+105.0% ($485.02,+71% - $700.57,+146%)
   +365d (1y): $853.04,+200.1% ($708.61,+149% - $1.0K,+261%)
   +EOY (175d): $576.95,+102.9% ($480.07,+69% - $693.37,+144%)
   End-of-year outlook: 📈 Bullish Trend (+102.9%)
   Confidence: 91.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-25%)
   📅 Days until EOY 2025: 175 days | EOY Target: $576.95 (+102.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.40%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -25.00%
Rounded target for matching: -25%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       51.4%      0.72%      0.23%      4.65%       -1.32%        1.78%     -9.74%      8.25%
 14 days       37       40.5%     -1.17%     -0.71%      7.08%       -3.07%        1.66%    -11.78%     14.78%
 30 days       37       45.9%     -0.50%     -1.10%      5.63%       -2.98%        0.77%    -10.95%     11.27%
 90 days       37       43.2%     -2.63%      3.43%     14.06%       -1.26%        8.12%    -16.38%     35.06%
180 days       37       43.2%     -2.92%     -2.58%     15.88%       -7.88%        2.72%    -28.65%     36.60%
365 days       37       75.7%     21.44%     19.80%     43.00%        5.46%       34.14%    -40.57%    166.37%


========================================================================================================================

Chart 5: DX=F (R² = 0.9086, Window = 120 days) | Price: $97.35 | Date: 2025-07-09 | Daily: +0.0% | MTD: +1.0% | QTD: +1.0% | YTD: -10.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.35 ($93.98,-3% - $98.21,+1%)
   +30d (1m): $93.25,-4.2% ($91.19,-6% - $95.35,-2%)
   +60d (2m): $90.51,-7.0% ($88.47,-9% - $92.59,-5%)
   +90d (3m): $87.85,-9.8% ($85.82,-12% - $89.92,-8%)
   +180d (6m): $80.33,-17.5% ($78.29,-20% - $82.42,-15%)
   +365d (1y): $66.83,-31.3% ($64.69,-34% - $69.04,-29%)
   +EOY (175d): $80.73,-17.1% ($78.69,-19% - $82.81,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.1%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 175 days | EOY Target: $80.73 (-17.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.44%
Rounded target for matching: -2%
Similar historical periods found: 713
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      713       43.9%     -0.20%     -0.16%      1.30%       -0.26%       -0.07%     -6.45%      4.47%
 14 days      713       47.5%     -0.09%     -0.23%      1.83%       -0.37%       -0.10%     -4.99%      5.01%
 30 days      713       45.3%     -0.36%     -0.47%      2.55%       -0.65%       -0.28%     -9.78%      7.87%
 90 days      710       43.2%     -0.79%     -0.47%      4.43%       -0.80%       -0.15%    -11.15%     10.04%
180 days      703       46.2%     -0.64%     -0.54%      6.29%       -1.00%       -0.07%    -11.92%     18.56%
365 days      680       51.3%      0.19%     -0.11%      8.46%       -0.74%        0.53%    -19.66%     25.86%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.89%
Rounded target for matching: -8%
Similar historical periods found: 133
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      133       45.1%     -0.10%      0.06%      1.32%       -0.16%        0.29%     -2.43%      4.34%
 14 days      133       46.6%     -0.18%     -0.01%      1.85%       -0.33%        0.31%     -3.76%      4.75%
 30 days      133       46.6%     -0.19%     -0.17%      2.21%       -0.55%        0.21%     -6.00%      5.40%
 90 days      124       31.5%     -1.26%     -1.28%      3.01%       -1.82%       -0.75%     -7.17%      4.97%
180 days      124       46.8%     -0.64%     -1.62%      6.24%       -2.73%       -0.51%    -11.90%     15.74%
365 days      124       36.3%     -1.52%     -4.28%      7.49%       -5.61%       -2.94%    -21.20%      7.32%


========================================================================================================================

Chart 6: NQ=F (R² = 0.9034, Window = 750 days) | Price: $22.9K | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +7.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.9K ($20.5K,-10% - $26.8K,+17%)
   +30d (1m): $24.1K,+5.4% ($21.1K,-8% - $27.6K,+21%)
   +60d (2m): $24.8K,+8.5% ($21.7K,-5% - $28.4K,+24%)
   +90d (3m): $25.5K,+11.7% ($22.3K,-2% - $29.2K,+28%)
   +180d (6m): $27.9K,+21.8% ($24.3K,+6% - $31.9K,+39%)
   +365d (1y): $33.3K,+45.6% ($29.1K,+27% - $38.1K,+67%)
   +EOY (175d): $27.7K,+21.2% ($24.2K,+6% - $31.7K,+39%)
   End-of-year outlook: 📈 Bullish Trend (+21.2%)
   Confidence: 90.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 32 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 175 days | EOY Target: $27.7K (+21.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.59%
Rounded target for matching: 7%
Similar historical periods found: 292
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      292       58.2%      0.52%      0.03%      2.94%       -0.31%        0.37%    -14.01%      6.55%
 14 days      292       56.8%      0.69%      0.05%      3.96%       -0.40%        0.51%    -14.23%      7.86%
 30 days      292       54.8%      0.99%      0.34%      6.06%       -0.36%        1.04%    -31.78%     14.07%
 90 days      292       68.2%      3.45%      2.81%      9.72%        1.69%        3.93%    -38.09%     40.88%
180 days      292       77.7%     12.11%      8.94%     14.62%        7.26%       10.63%    -46.98%     52.32%
365 days      277       83.4%     18.10%     20.50%     25.35%       17.51%       23.50%    -58.48%     69.85%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.34%
Rounded target for matching: 9%
Similar historical periods found: 267
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      267       54.3%      0.30%     -0.11%      3.06%       -0.48%        0.25%    -18.40%      5.94%
 14 days      267       54.7%      0.46%      0.15%      3.81%       -0.31%        0.60%    -18.62%      8.88%
 30 days      267       59.2%      1.26%      0.80%      5.05%        0.19%        1.41%    -18.46%     12.81%
 90 days      267       77.5%      6.55%      5.24%      9.43%        4.10%        6.37%    -36.34%     28.54%
180 days      258       76.0%     12.87%     10.00%     15.39%        8.11%       11.89%    -49.01%     42.91%
365 days      247       87.4%     16.10%     19.50%     23.31%       16.58%       22.42%    -48.24%     75.69%


========================================================================================================================

Chart 7: YM=F (R² = 0.8789, Window = 750 days) | Price: $44.5K | Date: 2025-07-09 | Daily: -0.2% | MTD: +0.3% | QTD: +0.3% | YTD: +3.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $44.5K ($41.4K,-7% - $48.4K,+9%)
   +30d (1m): $45.4K,+2.2% ($42.0K,-5% - $49.1K,+10%)
   +60d (2m): $46.1K,+3.7% ($42.7K,-4% - $49.8K,+12%)
   +90d (3m): $46.8K,+5.3% ($43.3K,-3% - $50.6K,+14%)
   +180d (6m): $48.9K,+10.0% ($45.2K,+2% - $52.9K,+19%)
   +365d (1y): $53.6K,+20.5% ($49.5K,+11% - $57.9K,+30%)
   +EOY (175d): $48.8K,+9.8% ($45.1K,+2% - $52.8K,+19%)
   End-of-year outlook: 📈 Bullish Trend (+9.8%)
   Confidence: 87.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 56 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 175 days | EOY Target: $48.8K (+9.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.84%
Rounded target for matching: 5%
Similar historical periods found: 387
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      387       57.1%      0.31%      0.16%      1.85%       -0.03%        0.34%     -6.14%      5.88%
 14 days      387       61.2%      0.68%      0.29%      2.77%        0.02%        0.57%    -15.48%      7.40%
 30 days      387       67.4%      1.77%      1.07%      4.17%        0.65%        1.49%    -19.37%      8.94%
 90 days      384       66.4%      2.62%      2.37%      6.99%        1.67%        3.08%    -24.88%     14.94%
180 days      376       79.8%      6.52%      6.30%      9.32%        5.36%        7.25%    -35.31%     28.27%
365 days      367       88.0%     15.38%     12.64%     14.20%       11.18%       14.09%    -52.93%     46.87%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.31%
Rounded target for matching: 1%
Similar historical periods found: 337
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      337       55.8%      0.21%     -0.06%      2.26%       -0.30%        0.18%    -14.75%      5.39%
 14 days      337       61.1%      0.64%      0.19%      3.30%       -0.17%        0.54%    -23.58%      7.55%
 30 days      337       73.9%      2.04%      1.44%      4.22%        0.99%        1.89%    -13.19%     10.21%
 90 days      335       77.3%      4.19%      4.08%      7.12%        3.32%        4.85%    -32.52%     18.03%
180 days      333       79.6%      7.47%      6.45%      9.38%        5.44%        7.46%    -40.73%     25.44%
365 days      324       85.5%     16.00%     12.67%     14.94%       11.04%       14.30%    -46.65%     39.41%


========================================================================================================================

Chart 8: CC=F (R² = 0.8770, Window = 750 days) | Price: $8.1K | Date: 2025-07-09 | Daily: +0.0% | MTD: -11.5% | QTD: -11.5% | YTD: -30.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.1K ($8.5K,+5% - $18.7K,+130%)
   +30d (1m): $13.6K,+67.4% ($9.2K,+13% - $20.1K,+147%)
   +60d (2m): $14.6K,+80.2% ($9.9K,+22% - $21.6K,+166%)
   +90d (3m): $15.7K,+93.9% ($10.6K,+31% - $23.3K,+187%)
   +180d (6m): $19.6K,+141.6% ($13.3K,+63% - $29.0K,+257%)
   +365d (1y): $30.8K,+279.9% ($20.8K,+157% - $45.6K,+463%)
   +EOY (175d): $19.4K,+138.7% ($13.1K,+61% - $28.6K,+253%)
   End-of-year outlook: 📈 Bullish Trend (+138.7%)
   Confidence: 87.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $19.4K (+138.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -16.69%
Rounded target for matching: -17%
Similar historical periods found: 47
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       47       57.4%      0.77%      0.20%      5.82%       -1.51%        1.91%    -11.12%     14.89%
 14 days       47       57.4%      0.96%      0.90%      5.52%       -0.72%        2.52%    -11.86%     13.54%
 30 days       47       63.8%      3.05%      3.67%      8.43%        1.19%        6.14%    -13.59%     23.97%
 90 days       47       44.7%     -1.40%      1.83%     16.90%       -3.14%        6.79%    -26.72%     54.63%
180 days       44       43.2%     -2.20%      3.33%     22.72%       -3.57%       10.24%    -32.51%     65.93%
365 days       43       62.8%      7.17%     14.03%     42.51%        0.95%       27.11%    -35.53%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.98%
Rounded target for matching: -10%
Similar historical periods found: 145
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      145       50.3%      0.04%      0.76%      4.36%        0.05%        1.48%    -10.15%     13.39%
 14 days      145       57.2%      1.08%      1.90%      7.12%        0.73%        3.06%    -18.25%     31.24%
 30 days      145       58.6%      1.30%      1.44%      9.47%       -0.11%        3.00%    -26.46%     20.06%
 90 days      141       54.6%      0.95%      4.11%     15.64%        1.50%        6.71%    -33.61%     51.07%
180 days      141       66.7%      7.12%      8.18%     21.33%        4.63%       11.74%    -29.55%     74.24%
365 days      140       65.0%      5.61%     17.07%     43.44%        9.81%       24.33%    -36.23%    211.39%


========================================================================================================================

Chart 9: ZS=F (R² = 0.8616, Window = 750 days) | Price: $1.0K | Date: 2025-07-09 | Daily: +0.0% | MTD: -0.4% | QTD: -0.4% | YTD: +2.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($852.05,-16% - $1.1K,+6%)
   +30d (1m): $938.20,-7.8% ($834.71,-18% - $1.1K,+4%)
   +60d (2m): $919.14,-9.7% ($817.72,-20% - $1.0K,+2%)
   +90d (3m): $900.47,-11.5% ($801.07,-21% - $1.0K,-1%)
   +180d (6m): $846.70,-16.8% ($753.13,-26% - $951.90,-6%)
   +365d (1y): $746.05,-26.7% ($663.34,-35% - $839.08,-18%)
   +EOY (175d): $849.60,-16.5% ($755.71,-26% - $955.16,-6%)
   End-of-year outlook: 📉 Bearish Trend (-16.5%)
   Confidence: 86.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 175 days | EOY Target: $849.60 (-16.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.01%
Rounded target for matching: -4%
Similar historical periods found: 257
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      257       61.1%      0.74%      0.71%      3.57%        0.27%        1.15%    -10.08%      9.71%
 14 days      257       57.2%      0.91%      0.59%      4.81%       -0.00%        1.18%    -18.25%     18.45%
 30 days      257       59.5%      1.74%      1.62%      7.24%        0.73%        2.51%    -21.01%     21.08%
 90 days      249       57.0%      2.01%      3.94%     13.00%        2.32%        5.56%    -36.67%     40.18%
180 days      241       49.8%     -0.11%      6.14%     22.97%        3.22%        9.05%    -32.55%     79.39%
365 days      231       55.4%      4.89%     10.12%     34.43%        5.66%       14.58%    -39.25%    175.23%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.49%
Rounded target for matching: 0%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       48.0%     -0.19%     -0.02%      3.47%       -0.48%        0.44%    -10.15%     11.22%
 14 days      221       50.2%      0.03%     -0.06%      5.44%       -0.78%        0.66%    -29.57%     18.45%
 30 days      221       48.4%     -0.18%      0.02%      7.72%       -1.01%        1.04%    -30.16%     25.76%
 90 days      214       48.1%     -0.44%      1.22%     14.36%       -0.71%        3.16%    -46.22%     40.18%
180 days      211       55.0%      2.53%      4.99%     19.56%        2.33%        7.64%    -34.11%     78.14%
365 days      205       61.5%      7.59%     16.46%     37.64%       11.27%       21.64%    -39.29%    124.24%


========================================================================================================================

Chart 10: SI=F (R² = 0.8540, Window = 750 days) | Price: $36.76 | Date: 2025-07-09 | Daily: -0.2% | MTD: +1.9% | QTD: +1.9% | YTD: +25.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $36.76 ($30.11,-18% - $39.63,+8%)
   +30d (1m): $35.36,-3.8% ($30.83,-16% - $40.57,+10%)
   +60d (2m): $36.20,-1.5% ($31.55,-14% - $41.53,+13%)
   +90d (3m): $37.06,+0.8% ($32.30,-12% - $42.52,+16%)
   +180d (6m): $39.75,+8.1% ($34.64,-6% - $45.61,+24%)
   +365d (1y): $45.91,+24.9% ($39.99,+9% - $52.71,+43%)
   +EOY (175d): $39.59,+7.7% ($34.50,-6% - $45.43,+24%)
   End-of-year outlook: 📈 Bullish Trend (+7.7%)
   Confidence: 85.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈18%)
   📅 Days until EOY 2025: 175 days | EOY Target: $39.59 (+7.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.90%
Rounded target for matching: 11%
Similar historical periods found: 131
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      131       58.0%      1.36%      0.94%      5.30%        0.02%        1.86%    -11.05%     13.71%
 14 days      131       57.3%      1.92%      1.90%      7.70%        0.57%        3.23%    -12.11%     20.36%
 30 days      131       46.6%     -0.66%      1.89%     11.47%       -0.09%        3.88%    -26.17%     44.48%
 90 days      130       63.8%      3.10%      5.64%     17.45%        2.61%        8.66%    -29.47%     72.30%
180 days      128       62.5%      5.57%      9.21%     24.74%        4.89%       13.54%    -44.32%     84.74%
365 days      118       64.4%     15.52%     22.01%     39.12%       14.88%       29.14%    -41.33%    164.19%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.75%
Rounded target for matching: 18%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       60.3%      1.54%      1.36%      5.67%       -0.13%        2.85%     -8.80%     15.98%
 14 days       58       55.2%      1.48%      1.94%      7.28%        0.03%        3.85%    -11.42%     22.15%
 30 days       58       50.0%      0.45%      2.74%      9.72%        0.18%        5.29%    -15.44%     24.90%
 90 days       58       46.6%     -2.06%     -0.95%     16.63%       -5.32%        3.43%    -30.55%     64.06%
180 days       58       63.8%      5.05%      2.60%     20.50%       -2.79%        7.99%    -38.72%     51.82%
365 days       57       71.9%     30.68%     29.35%     41.38%       18.37%       40.33%    -41.03%    119.09%


========================================================================================================================

Chart 11: PA=F (R² = 0.8482, Window = 1000 days) | Price: $1.1K | Date: 2025-07-09 | Daily: -0.5% | MTD: +1.3% | QTD: +1.3% | YTD: +23.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($610.41,-45% - $1.0K,-7%)
   +30d (1m): $771.76,-31.1% ($590.27,-47% - $1.0K,-10%)
   +60d (2m): $746.34,-33.3% ($570.80,-49% - $975.86,-13%)
   +90d (3m): $721.76,-35.5% ($551.97,-51% - $943.77,-16%)
   +180d (6m): $652.76,-41.7% ($499.11,-55% - $853.70,-24%)
   +365d (1y): $530.95,-52.6% ($405.79,-64% - $694.71,-38%)
   +EOY (175d): $656.41,-41.4% ($501.91,-55% - $858.47,-23%)
   End-of-year outlook: 📉 Bearish Trend (-41.4%)
   Confidence: 84.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 175 days | EOY Target: $656.41 (-41.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.78%
Rounded target for matching: 12%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       60.8%      1.32%      1.18%      5.71%        0.19%        2.17%    -23.20%     15.93%
 14 days      130       59.2%      1.74%      1.73%      9.37%        0.10%        3.35%    -35.79%     25.57%
 30 days      130       66.2%      4.80%      6.82%     16.24%        4.00%        9.64%    -22.73%     84.01%
 90 days      130       61.5%      5.14%     11.55%     25.11%        7.19%       15.91%    -36.40%     79.97%
180 days      126       71.4%     15.61%     23.81%     40.43%       16.68%       30.93%    -55.89%    149.72%
365 days      122       72.1%     26.99%     40.68%     72.28%       27.72%       53.63%    -58.77%    276.52%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.21%
Rounded target for matching: 24%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       43.1%     -0.70%     -0.55%      7.12%       -2.43%        1.32%    -26.17%     14.02%
 14 days       58       46.6%     -0.82%     -1.81%     10.63%       -4.61%        0.98%    -44.82%     23.30%
 30 days       58       55.2%      2.55%     -0.83%     18.91%       -5.80%        4.14%    -58.73%     57.49%
 90 days       58       65.5%     10.13%     12.41%     32.65%        3.82%       20.99%    -62.63%     77.39%
180 days       58       60.3%     11.12%     10.40%     40.96%       -0.37%       21.17%    -52.10%    134.93%
365 days       58       60.3%     14.88%     27.08%     69.59%        8.78%       45.38%    -51.17%    277.85%


========================================================================================================================

Chart 12: SB=F (R² = 0.8413, Window = 180 days) | Price: $16.15 | Date: 2025-07-09 | Daily: +0.0% | MTD: -0.4% | QTD: -0.4% | YTD: -16.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $16.15 ($14.99,-7% - $17.53,+9%)
   +30d (1m): $15.39,-4.7% ($14.22,-12% - $16.65,+3%)
   +60d (2m): $14.61,-9.6% ($13.49,-16% - $15.81,-2%)
   +90d (3m): $13.86,-14.2% ($12.79,-21% - $15.02,-7%)
   +180d (6m): $11.85,-26.6% ($10.91,-32% - $12.88,-20%)
   +365d (1y): $8.59,-46.8% ($7.83,-52% - $9.42,-42%)
   +EOY (175d): $11.96,-26.0% ($11.00,-32% - $12.99,-20%)
   End-of-year outlook: 📉 Bearish Trend (-26.0%)
   Confidence: 84.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-17%)
   📅 Days until EOY 2025: 175 days | EOY Target: $11.96 (-26.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.21%
Rounded target for matching: -6%
Similar historical periods found: 202
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      202       46.5%     -0.76%      0.04%      5.45%       -0.72%        0.79%    -15.52%     13.04%
 14 days      202       50.0%      0.08%     -0.37%      7.70%       -1.44%        0.70%    -28.10%     24.72%
 30 days      202       50.5%      0.14%      0.55%     10.93%       -0.97%        2.06%    -38.81%     32.62%
 90 days      199       49.2%     -0.47%      1.96%     17.88%       -0.54%        4.46%    -42.41%     79.05%
180 days      191       54.5%      2.76%      7.49%     29.24%        3.32%       11.67%    -39.81%    118.01%
365 days      187       62.0%      9.68%     17.23%     40.22%       11.43%       23.03%    -47.61%    150.98%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.22%
Rounded target for matching: -17%
Similar historical periods found: 93
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       93       45.2%     -0.84%      0.83%      6.00%       -0.40%        2.07%     -8.87%     28.76%
 14 days       93       52.7%      0.72%      1.49%      8.00%       -0.15%        3.14%    -15.42%     36.62%
 30 days       93       44.1%     -1.44%      1.19%     10.89%       -1.05%        3.44%    -22.02%     40.32%
 90 days       88       45.5%     -2.18%      1.81%     17.24%       -1.84%        5.46%    -27.08%     42.52%
180 days       87       54.0%      5.21%      9.13%     26.00%        3.59%       14.68%    -29.45%     95.48%
365 days       80       51.2%      1.99%     12.01%     39.38%        3.25%       20.77%    -43.86%    124.97%


========================================================================================================================

Chart 13: OJ=F (R² = 0.8257, Window = 180 days) | Price: $252.40 | Date: 2025-07-09 | Daily: +0.0% | MTD: +17.4% | QTD: +17.4% | YTD: -49.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $252.40 ($162.89,-35% - $276.76,+10%)
   +30d (1m): $179.68,-28.8% ($137.62,-45% - $234.60,-7%)
   +60d (2m): $152.06,-39.8% ($116.21,-54% - $198.95,-21%)
   +90d (3m): $128.68,-49.0% ($98.09,-61% - $168.80,-33%)
   +180d (6m): $77.98,-69.1% ($58.83,-77% - $103.36,-59%)
   +365d (1y): $27.85,-89.0% ($20.36,-92% - $38.11,-85%)
   +EOY (175d): $80.18,-68.2% ($60.53,-76% - $106.20,-58%)
   End-of-year outlook: 📉 Bearish Trend (-68.2%)
   Confidence: 82.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 175 days | EOY Target: $80.18 (-68.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.65%
Rounded target for matching: -9%
Similar historical periods found: 136
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      136       53.7%      0.74%      0.93%      5.72%       -0.04%        1.90%    -11.65%     24.29%
 14 days      136       50.7%      0.08%      0.45%      7.71%       -0.86%        1.76%    -17.07%     27.05%
 30 days      136       50.0%     -0.06%      1.31%     12.84%       -0.86%        3.49%    -34.51%     39.70%
 90 days      136       52.9%      2.09%      3.87%     22.99%       -0.03%        7.76%    -41.47%     63.07%
180 days      134       53.7%      3.85%      9.59%     33.80%        3.81%       15.36%    -39.20%     85.50%
365 days      133       63.9%     10.37%     33.00%     54.92%       23.58%       42.43%    -45.47%    136.50%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.09%
Rounded target for matching: -15%
Similar historical periods found: 96
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       96       47.9%     -0.21%      0.33%      6.31%       -0.95%        1.61%    -16.93%     18.19%
 14 days       96       59.4%      1.92%      2.02%      8.89%        0.22%        3.82%    -14.42%     25.20%
 30 days       96       53.1%      0.47%      1.10%     12.75%       -1.49%        3.68%    -34.51%     32.15%
 90 days       96       50.0%     -0.35%      2.20%     20.60%       -1.98%        6.37%    -40.53%     55.99%
180 days       95       48.4%     -1.84%      3.78%     29.04%       -2.14%        9.70%    -40.19%     71.09%
365 days       93       48.4%     -0.60%     12.59%     37.79%        4.81%       20.37%    -52.63%    116.89%


========================================================================================================================

Chart 14: HE=F (R² = 0.8046, Window = 120 days) | Price: $107.20 | Date: 2025-07-09 | Daily: +0.0% | MTD: -2.6% | QTD: -2.6% | YTD: +32.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $107.20 ($98.31,-8% - $116.17,+8%)
   +30d (1m): $114.95,+7.2% ($105.61,-1% - $125.11,+17%)
   +60d (2m): $123.64,+15.3% ($113.40,+6% - $134.80,+26%)
   +90d (3m): $132.99,+24.1% ($121.71,+14% - $145.31,+36%)
   +180d (6m): $165.50,+54.4% ($150.13,+40% - $182.43,+70%)
   +365d (1y): $259.42,+142.0% ($229.28,+114% - $293.51,+174%)
   +EOY (175d): $163.50,+52.5% ($148.41,+38% - $180.12,+68%)
   End-of-year outlook: 📈 Bullish Trend (+52.5%)
   Confidence: 80.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈27%)
   📅 Days until EOY 2025: 175 days | EOY Target: $163.50 (+52.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.05%
Rounded target for matching: 9%
Similar historical periods found: 148
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      148       54.7%      0.64%     -0.05%      7.10%       -1.20%        1.11%    -22.48%     21.25%
 14 days      148       45.9%     -0.87%     -0.70%      9.36%       -2.22%        0.82%    -24.79%     27.14%
 30 days      148       48.0%     -1.14%      0.59%     14.20%       -1.72%        2.89%    -40.25%     35.64%
 90 days      147       34.7%     -9.70%     -2.38%     23.13%       -6.15%        1.39%    -43.10%     71.45%
180 days      147       38.8%     -4.16%     -1.63%     23.79%       -5.51%        2.25%    -50.55%    115.29%
365 days      140       45.0%     -5.91%      4.57%     29.40%       -0.34%        9.49%    -52.22%     75.78%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.05%
Rounded target for matching: 27%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       41.9%     -0.93%     -1.07%      7.17%       -3.27%        1.14%    -19.87%     16.90%
 14 days       43       46.5%     -0.84%     -0.65%      8.46%       -3.25%        1.96%    -26.22%     24.18%
 30 days       43       51.2%      0.61%     -0.27%     11.28%       -3.74%        3.20%    -29.78%     26.19%
 90 days       42       28.6%    -13.90%     -5.27%     26.26%      -13.45%        2.91%    -50.26%     68.38%
180 days       42       23.8%     -8.18%     -6.01%     18.99%      -11.93%       -0.10%    -54.75%     65.16%
365 days       39       25.6%    -19.84%     -8.58%     30.35%      -18.42%        1.25%    -56.20%     60.86%


========================================================================================================================

Chart 15: ZB=F (R² = 0.7759, Window = 1000 days) | Price: $113.09 | Date: 2025-07-09 | Daily: +0.1% | MTD: -2.0% | QTD: -2.0% | YTD: -0.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $113.09 ($96.69,-15% - $120.18,+6%)
   +30d (1m): $106.65,-5.7% ($95.66,-15% - $118.91,+5%)
   +60d (2m): $105.52,-6.7% ($94.64,-16% - $117.64,+4%)
   +90d (3m): $104.39,-7.7% ($93.63,-17% - $116.39,+3%)
   +180d (6m): $101.10,-10.6% ($90.67,-20% - $112.73,-0%)
   +365d (1y): $94.64,-16.3% ($84.86,-25% - $105.55,-7%)
   +EOY (175d): $101.28,-10.4% ($90.83,-20% - $112.93,-0%)
   End-of-year outlook: 📉 Bearish Trend (-10.4%)
   Confidence: 77.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 49 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 175 days | EOY Target: $101.28 (-10.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.17%
Rounded target for matching: 0%
Similar historical periods found: 834
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      834       55.0%      0.22%      0.15%      1.62%        0.04%        0.26%     -5.77%     10.28%
 14 days      834       56.7%      0.41%      0.30%      2.34%        0.15%        0.46%     -6.86%     12.85%
 30 days      834       54.8%      0.38%      0.57%      3.53%        0.33%        0.81%     -9.58%     22.11%
 90 days      832       58.3%      1.14%      1.24%      6.11%        0.82%        1.65%    -15.23%     22.87%
180 days      830       55.7%      1.63%      1.21%      7.66%        0.69%        1.73%    -18.80%     21.09%
365 days      804       52.0%      0.66%      1.62%     11.44%        0.83%        2.41%    -25.11%     30.98%


========================================================================================================================
ZB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.41%
Rounded target for matching: -4%
Similar historical periods found: 298
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      298       52.7%      0.10%     -0.04%      1.57%       -0.22%        0.14%     -5.42%      3.98%
 14 days      298       53.4%      0.18%     -0.03%      2.16%       -0.27%        0.22%     -6.34%      4.67%
 30 days      298       54.7%      0.39%      0.11%      3.49%       -0.29%        0.51%    -10.75%      9.83%
 90 days      293       57.3%      1.54%      0.68%      6.56%       -0.08%        1.43%    -15.06%     15.64%
180 days      290       54.8%      2.05%      1.80%      9.01%        0.76%        2.84%    -23.10%     18.56%
365 days      281       62.3%      4.00%      3.64%     14.63%        1.92%        5.35%    -24.00%     32.56%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 3 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    CC=F            35.7 0.8770       85.2 $8.1K              55.6 750     +0.0   -11.5   -11.5   -30.2
2    KC=F            29.4 0.9113       68.0 $284.30            41.6 500     +0.0    -7.3    -7.3   -11.6
3    NG=F            20.1 0.7388       80.0 $3.33              25.2 365     +0.0    -3.5    -3.5    -8.8

📊 DISPLAYING 3 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 35.7%, Window = 750 days) | Price: $8.1K | Date: 2025-07-09 | Daily: +0.0% | MTD: -11.5% | QTD: -11.5% | YTD: -30.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.1K ($8.5K,+5% - $18.7K,+130%)
   +30d (1m): $13.6K,+67.4% ($9.2K,+13% - $20.1K,+147%)
   +60d (2m): $14.6K,+80.2% ($9.9K,+22% - $21.6K,+166%)
   +90d (3m): $15.7K,+93.9% ($10.6K,+31% - $23.3K,+187%)
   +180d (6m): $19.6K,+141.6% ($13.3K,+63% - $29.0K,+257%)
   +365d (1y): $30.8K,+279.9% ($20.8K,+157% - $45.6K,+463%)
   +EOY (175d): $19.4K,+138.7% ($13.1K,+61% - $28.6K,+253%)
   End-of-year outlook: 📈 Bullish Trend (+138.7%)
   Confidence: 87.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $19.4K (+138.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -16.69%
Rounded target for matching: -17%
Similar historical periods found: 47
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       47       57.4%      0.77%      0.20%      5.82%       -1.51%        1.91%    -11.12%     14.89%
 14 days       47       57.4%      0.96%      0.90%      5.52%       -0.72%        2.52%    -11.86%     13.54%
 30 days       47       63.8%      3.05%      3.67%      8.43%        1.19%        6.14%    -13.59%     23.97%
 90 days       47       44.7%     -1.40%      1.83%     16.90%       -3.14%        6.79%    -26.72%     54.63%
180 days       44       43.2%     -2.20%      3.33%     22.72%       -3.57%       10.24%    -32.51%     65.93%
365 days       43       62.8%      7.17%     14.03%     42.51%        0.95%       27.11%    -35.53%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.98%
Rounded target for matching: -10%
Similar historical periods found: 145
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      145       50.3%      0.04%      0.76%      4.36%        0.05%        1.48%    -10.15%     13.39%
 14 days      145       57.2%      1.08%      1.90%      7.12%        0.73%        3.06%    -18.25%     31.24%
 30 days      145       58.6%      1.30%      1.44%      9.47%       -0.11%        3.00%    -26.46%     20.06%
 90 days      141       54.6%      0.95%      4.11%     15.64%        1.50%        6.71%    -33.61%     51.07%
180 days      141       66.7%      7.12%      8.18%     21.33%        4.63%       11.74%    -29.55%     74.24%
365 days      140       65.0%      5.61%     17.07%     43.44%        9.81%       24.33%    -36.23%    211.39%


========================================================================================================================

Chart 2: KC=F (Undervalued by 29.4%, Window = 500 days) | Price: $284.30 | Date: 2025-07-09 | Daily: +0.0% | MTD: -7.3% | QTD: -7.3% | YTD: -11.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $284.30 ($335.22,+18% - $483.16,+70%)
   +30d (1m): $428.08,+50.6% ($356.52,+25% - $514.00,+81%)
   +60d (2m): $455.34,+60.2% ($379.17,+33% - $546.83,+92%)
   +90d (3m): $484.35,+70.4% ($403.25,+42% - $581.75,+105%)
   +180d (6m): $582.91,+105.0% ($485.02,+71% - $700.57,+146%)
   +365d (1y): $853.04,+200.1% ($708.61,+149% - $1.0K,+261%)
   +EOY (175d): $576.95,+102.9% ($480.07,+69% - $693.37,+144%)
   End-of-year outlook: 📈 Bullish Trend (+102.9%)
   Confidence: 91.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-25%)
   📅 Days until EOY 2025: 175 days | EOY Target: $576.95 (+102.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.40%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -25.00%
Rounded target for matching: -25%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       51.4%      0.72%      0.23%      4.65%       -1.32%        1.78%     -9.74%      8.25%
 14 days       37       40.5%     -1.17%     -0.71%      7.08%       -3.07%        1.66%    -11.78%     14.78%
 30 days       37       45.9%     -0.50%     -1.10%      5.63%       -2.98%        0.77%    -10.95%     11.27%
 90 days       37       43.2%     -2.63%      3.43%     14.06%       -1.26%        8.12%    -16.38%     35.06%
180 days       37       43.2%     -2.92%     -2.58%     15.88%       -7.88%        2.72%    -28.65%     36.60%
365 days       37       75.7%     21.44%     19.80%     43.00%        5.46%       34.14%    -40.57%    166.37%


========================================================================================================================

Chart 3: NG=F (Undervalued by 20.1%, Window = 365 days) | Price: $3.33 | Date: 2025-07-09 | Daily: +0.0% | MTD: -3.5% | QTD: -3.5% | YTD: -8.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $3.33 ($3.13,-6% - $5.57,+67%)
   +30d (1m): $4.48,+34.3% ($3.35,+1% - $5.98,+79%)
   +60d (2m): $4.80,+44.0% ($3.59,+8% - $6.42,+92%)
   +90d (3m): $5.15,+54.5% ($3.85,+16% - $6.88,+107%)
   +180d (6m): $6.35,+90.6% ($4.74,+42% - $8.51,+155%)
   +365d (1y): $9.78,+193.4% ($7.26,+118% - $13.18,+295%)
   +EOY (175d): $6.28,+88.4% ($4.69,+41% - $8.41,+152%)
   End-of-year outlook: 📈 Bullish Trend (+88.4%)
   Confidence: 73.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 175 days | EOY Target: $6.28 (+88.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.91%
Rounded target for matching: -2%
Similar historical periods found: 120
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      120       50.0%      0.02%      0.84%      8.66%       -0.72%        2.41%    -21.95%     27.03%
 14 days      120       52.5%      0.45%      2.27%     12.08%        0.09%        4.45%    -22.10%     36.59%
 30 days      120       55.8%      2.62%      4.13%     16.04%        1.23%        7.02%    -37.98%     43.34%
 90 days      119       42.9%     -4.01%      4.87%     30.09%       -0.60%       10.33%    -59.04%     96.80%
180 days      119       47.1%     -2.92%      1.77%     33.64%       -4.34%        7.87%    -70.90%    110.67%
365 days      117       49.6%     -0.34%     15.79%     55.26%        5.67%       25.90%    -78.34%    253.58%


========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.07%
Rounded target for matching: -13%
Similar historical periods found: 101
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      101       46.5%     -0.41%      1.27%      8.35%       -0.38%        2.92%    -21.75%     20.87%
 14 days      101       46.5%     -0.15%      2.89%     12.95%        0.33%        5.44%    -19.13%     48.68%
 30 days      101       54.5%      1.63%      4.79%     20.16%        0.81%        8.77%    -48.93%     60.27%
 90 days      101       54.5%      4.46%      9.82%     35.49%        2.81%       16.83%    -69.79%    110.49%
180 days      100       62.0%      9.37%     15.92%     39.82%        8.02%       23.82%    -64.74%     97.29%
365 days      100       57.0%      7.96%     18.94%     58.78%        7.28%       30.61%    -67.09%    214.00%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 4 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    PA=F            40.3 0.8482      -24.5 $1.1K              28.7 1000    -0.5    +1.3    +1.3   +23.7
2    OJ=F            18.9 0.8257      -75.4 $252.40            15.9 180     +0.0   +17.4   +17.4   -49.4
3    HO=F            17.9 0.7216      -17.3 $2.44              15.2 500     -0.0    +7.6    +7.6    +5.3
4    ZW=F            10.3 0.7289      -13.9 $549.50             9.4 750     +0.3    +4.3    +4.3    -0.4

📊 DISPLAYING 4 OVERVALUED FUTURES WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 40.3%, Window = 1000 days) | Price: $1.1K | Date: 2025-07-09 | Daily: -0.5% | MTD: +1.3% | QTD: +1.3% | YTD: +23.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($610.41,-45% - $1.0K,-7%)
   +30d (1m): $771.76,-31.1% ($590.27,-47% - $1.0K,-10%)
   +60d (2m): $746.34,-33.3% ($570.80,-49% - $975.86,-13%)
   +90d (3m): $721.76,-35.5% ($551.97,-51% - $943.77,-16%)
   +180d (6m): $652.76,-41.7% ($499.11,-55% - $853.70,-24%)
   +365d (1y): $530.95,-52.6% ($405.79,-64% - $694.71,-38%)
   +EOY (175d): $656.41,-41.4% ($501.91,-55% - $858.47,-23%)
   End-of-year outlook: 📉 Bearish Trend (-41.4%)
   Confidence: 84.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 175 days | EOY Target: $656.41 (-41.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.78%
Rounded target for matching: 12%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       60.8%      1.32%      1.18%      5.71%        0.19%        2.17%    -23.20%     15.93%
 14 days      130       59.2%      1.74%      1.73%      9.37%        0.10%        3.35%    -35.79%     25.57%
 30 days      130       66.2%      4.80%      6.82%     16.24%        4.00%        9.64%    -22.73%     84.01%
 90 days      130       61.5%      5.14%     11.55%     25.11%        7.19%       15.91%    -36.40%     79.97%
180 days      126       71.4%     15.61%     23.81%     40.43%       16.68%       30.93%    -55.89%    149.72%
365 days      122       72.1%     26.99%     40.68%     72.28%       27.72%       53.63%    -58.77%    276.52%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.21%
Rounded target for matching: 24%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       43.1%     -0.70%     -0.55%      7.12%       -2.43%        1.32%    -26.17%     14.02%
 14 days       58       46.6%     -0.82%     -1.81%     10.63%       -4.61%        0.98%    -44.82%     23.30%
 30 days       58       55.2%      2.55%     -0.83%     18.91%       -5.80%        4.14%    -58.73%     57.49%
 90 days       58       65.5%     10.13%     12.41%     32.65%        3.82%       20.99%    -62.63%     77.39%
180 days       58       60.3%     11.12%     10.40%     40.96%       -0.37%       21.17%    -52.10%    134.93%
365 days       58       60.3%     14.88%     27.08%     69.59%        8.78%       45.38%    -51.17%    277.85%


========================================================================================================================

Chart 2: OJ=F (Overvalued by 18.9%, Window = 180 days) | Price: $252.40 | Date: 2025-07-09 | Daily: +0.0% | MTD: +17.4% | QTD: +17.4% | YTD: -49.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $252.40 ($162.89,-35% - $276.76,+10%)
   +30d (1m): $179.68,-28.8% ($137.62,-45% - $234.60,-7%)
   +60d (2m): $152.06,-39.8% ($116.21,-54% - $198.95,-21%)
   +90d (3m): $128.68,-49.0% ($98.09,-61% - $168.80,-33%)
   +180d (6m): $77.98,-69.1% ($58.83,-77% - $103.36,-59%)
   +365d (1y): $27.85,-89.0% ($20.36,-92% - $38.11,-85%)
   +EOY (175d): $80.18,-68.2% ($60.53,-76% - $106.20,-58%)
   End-of-year outlook: 📉 Bearish Trend (-68.2%)
   Confidence: 82.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 175 days | EOY Target: $80.18 (-68.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.65%
Rounded target for matching: -9%
Similar historical periods found: 136
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      136       53.7%      0.74%      0.93%      5.72%       -0.04%        1.90%    -11.65%     24.29%
 14 days      136       50.7%      0.08%      0.45%      7.71%       -0.86%        1.76%    -17.07%     27.05%
 30 days      136       50.0%     -0.06%      1.31%     12.84%       -0.86%        3.49%    -34.51%     39.70%
 90 days      136       52.9%      2.09%      3.87%     22.99%       -0.03%        7.76%    -41.47%     63.07%
180 days      134       53.7%      3.85%      9.59%     33.80%        3.81%       15.36%    -39.20%     85.50%
365 days      133       63.9%     10.37%     33.00%     54.92%       23.58%       42.43%    -45.47%    136.50%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.09%
Rounded target for matching: -15%
Similar historical periods found: 96
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       96       47.9%     -0.21%      0.33%      6.31%       -0.95%        1.61%    -16.93%     18.19%
 14 days       96       59.4%      1.92%      2.02%      8.89%        0.22%        3.82%    -14.42%     25.20%
 30 days       96       53.1%      0.47%      1.10%     12.75%       -1.49%        3.68%    -34.51%     32.15%
 90 days       96       50.0%     -0.35%      2.20%     20.60%       -1.98%        6.37%    -40.53%     55.99%
180 days       95       48.4%     -1.84%      3.78%     29.04%       -2.14%        9.70%    -40.19%     71.09%
365 days       93       48.4%     -0.60%     12.59%     37.79%        4.81%       20.37%    -52.63%    116.89%


========================================================================================================================

Chart 3: HO=F (Overvalued by 17.9%, Window = 500 days) | Price: $2.44 | Date: 2025-07-09 | Daily: -0.0% | MTD: +7.6% | QTD: +7.6% | YTD: +5.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.44 ($1.81,-26% - $2.37,-3%)
   +30d (1m): $2.03,-17.1% ($1.77,-27% - $2.31,-5%)
   +60d (2m): $1.98,-18.9% ($1.73,-29% - $2.26,-7%)
   +90d (3m): $1.94,-20.7% ($1.69,-31% - $2.21,-9%)
   +180d (6m): $1.81,-26.0% ($1.58,-35% - $2.07,-15%)
   +365d (1y): $1.57,-35.6% ($1.37,-44% - $1.80,-26%)
   +EOY (175d): $1.81,-25.7% ($1.59,-35% - $2.08,-15%)
   End-of-year outlook: 📉 Bearish Trend (-25.7%)
   Confidence: 72.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 175 days | EOY Target: $1.81 (-25.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 17.41%
Rounded target for matching: 17%
Similar historical periods found: 59
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       59       64.4%      1.58%      1.05%      4.82%       -0.21%        2.30%     -9.90%     10.39%
 14 days       59       57.6%      0.89%      0.86%      7.49%       -1.09%        2.82%    -29.60%     14.51%
 30 days       59       59.3%      2.62%      3.52%     14.15%       -0.17%        7.21%    -29.67%     68.89%
 90 days       59       57.6%      2.18%      2.82%     18.94%       -2.11%        7.76%    -43.50%     60.17%
180 days       59       55.9%      4.15%      4.97%     31.29%       -3.19%       13.12%    -68.08%     55.31%
365 days       59       79.7%     18.08%     28.29%     46.67%       16.13%       40.45%    -47.75%    183.36%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.68%
Rounded target for matching: 4%
Similar historical periods found: 126
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      126       42.9%     -0.71%      0.23%      5.22%       -0.69%        1.15%    -11.06%     17.56%
 14 days      126       57.1%      1.17%      0.79%      7.43%       -0.52%        2.10%    -20.84%     21.18%
 30 days      126       61.9%      1.91%      2.27%      8.94%        0.70%        3.85%    -22.55%     28.50%
 90 days      123       58.5%      3.21%      3.58%     17.70%        0.42%        6.74%    -63.02%     46.03%
180 days      122       61.5%      9.30%     10.46%     27.04%        5.61%       15.31%    -47.30%    100.12%
365 days      122       57.4%     14.49%     19.42%     45.67%       11.23%       27.60%    -67.17%    223.00%


========================================================================================================================

Chart 4: ZW=F (Overvalued by 10.3%, Window = 750 days) | Price: $549.50 | Date: 2025-07-09 | Daily: +0.3% | MTD: +4.3% | QTD: +4.3% | YTD: -0.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $549.50 ($426.93,-22% - $581.12,+6%)
   +30d (1m): $489.31,-11.0% ($419.38,-24% - $570.90,+4%)
   +60d (2m): $480.68,-12.5% ($411.96,-25% - $560.86,+2%)
   +90d (3m): $472.20,-14.1% ($404.67,-26% - $551.00,+0%)
   +180d (6m): $447.65,-18.5% ($383.55,-30% - $522.45,-5%)
   +365d (1y): $401.12,-27.0% ($343.51,-37% - $468.39,-15%)
   +EOY (175d): $448.98,-18.3% ($384.70,-30% - $524.00,-5%)
   End-of-year outlook: 📉 Bearish Trend (-18.3%)
   Confidence: 72.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 175 days | EOY Target: $448.98 (-18.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.29%
Rounded target for matching: 1%
Similar historical periods found: 262
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      262       40.1%     -0.85%     -0.71%      4.79%       -1.30%       -0.13%    -14.93%     18.90%
 14 days      262       37.8%     -1.62%     -1.01%      7.17%       -1.89%       -0.14%    -24.57%     53.68%
 30 days      262       40.8%     -2.01%     -0.73%      9.94%       -1.94%        0.48%    -25.78%     44.82%
 90 days      259       44.8%     -1.69%      0.96%     16.29%       -1.03%        2.95%    -32.79%     53.93%
180 days      255       52.2%      1.81%      4.71%     23.24%        1.85%        7.58%    -51.43%     95.77%
365 days      252       58.3%      4.53%      8.78%     35.38%        4.39%       13.16%    -56.21%    159.65%


========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.50%
Rounded target for matching: 1%
Similar historical periods found: 176
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      176       50.0%      0.04%      0.37%      4.61%       -0.32%        1.06%    -10.63%     21.00%
 14 days      176       47.7%     -0.53%      0.60%      6.83%       -0.41%        1.62%    -15.65%     28.25%
 30 days      176       50.6%      0.12%      1.43%      9.27%        0.05%        2.81%    -17.78%     35.41%
 90 days      171       52.6%      0.54%      2.42%     13.05%        0.45%        4.39%    -22.61%     44.09%
180 days      162       58.6%      3.95%      5.96%     17.60%        3.23%        8.69%    -30.39%     79.42%
365 days      156       76.9%     17.87%     23.79%     37.28%       17.90%       29.69%    -25.52%    170.47%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7615
Best R-squared: 0.960943
Average annual growth: 9.2%

Valuation breakdown:
  🟡 FAIR_VALUE: 13 (44.8%) - Hold/Monitor
  🔴 OVERVALUED: 4 (13.8%) - Sell Warnings
  🟢 UNDERVALUED: 3 (10.3%) - Buy Opportunities

Optimal window distribution:
  120 days: 3 instruments (10.3%)
  180 days: 2 instruments (6.9%)
  365 days: 3 instruments (10.3%)
  500 days: 6 instruments (20.7%)
  750 days: 10 instruments (34.5%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 3
  🔴 High-quality overvalued warnings: 4
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

======================================================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    ^IBEX        0.9439   750      20.3 14.1K          🟡FAIR         4.1    +0.0    +0.9    +0.4    +0.5    +0.5   +21.3
2    ^GDAXI       0.9250   750      20.8 24.2K          🟡FAIR         6.2    -0.0    +1.5    +0.4    +1.0    +1.0   +21.5
3    ^GSPC        0.9117   750      19.4 6.2K           🟡FAIR        -0.7    -0.0    -0.5    +0.5    +0.6    +0.6    +5.5
4    ^GSPTSE      0.9108   504      17.3 26.9K          🟡FAIR         1.2    -0.0    -0.5    +0.6    +0.2    +0.2    +8.4
5    ^RUI         0.9089   750      19.2 3.4K           🟡FAIR        -0.5    +0.0    -0.6    +0.7    +0.6    +0.6    +5.4
6    ^IXIC        0.8942   750      24.7 20.4K          🟡FAIR        -0.8    +0.0    -0.4    +0.3    +0.6    +0.6    +5.2
7    ^BSESN       0.8880   750      15.0 83.5K          🟡FAIR        -2.0    -0.2    +0.2    -0.6    -0.2    -0.2    +6.7
8    ^NSEI        0.8831   750      16.3 25.5K          🟡FAIR        -2.2    -0.2    +0.1    -0.7    -0.3    -0.3    +7.8
9    ^DJI         0.8777   750      13.1 44.2K          🟡FAIR        -0.7    -0.0    -1.3    +0.5    +0.4    +0.4    +3.7
10   IMOEX.ME     0.8635   504      33.9 3.2K           🟢UNDER      -10.8    +1.4    -0.9    +0.7    +0.7    -3.8    +3.7
11   ^STOXX50E    0.8595   750      14.4 5.4K           🟡FAIR        -2.5    -0.0    +1.5    +0.6    +1.2    +1.2    +9.3
12   ^BVSP        0.8534   126      36.1 139.3K         🟡FAIR        -1.4    -0.0    -1.4    +1.8    +0.3    +0.3   +15.8
13   ^HSI         0.8433   378      33.2 24.0K          🟡FAIR         0.0    -0.7    +0.6    -1.3    -1.4    -1.4   +20.3
14   ^FTSE        0.8267   504       9.1 8.9K           🟡FAIR         0.6    +0.0    +0.4    +0.6    +1.1    +1.1    +8.3
15   ^AEX         0.8205   750      12.0 916.76         🟡FAIR        -4.5    -0.0    +1.1    -0.5    +0.2    +0.2    +4.3

📊 DISPLAYING 15 INDICES TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: ^IBEX (R² = 0.9439, Window = 750 days) | Price: 14.1K | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.5% | QTD: +0.5% | YTD: +21.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 14.1K (12.5K,-11% - 14.6K,+4%)
   +30d (1m): 13.8K,-1.8% (12.8K,-9% - 14.9K,+6%)
   +60d (2m): 14.1K,+0.4% (13.1K,-7% - 15.3K,+8%)
   +90d (3m): 14.5K,+2.6% (13.4K,-5% - 15.6K,+11%)
   +180d (6m): 15.4K,+9.6% (14.3K,+2% - 16.7K,+18%)
   +365d (1y): 17.7K,+25.6% (16.4K,+16% - 19.1K,+36%)
   +EOY (175d): 15.4K,+9.2% (14.2K,+1% - 16.6K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+9.2%)
   Confidence: 94.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 40 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 175 days | EOY Target: 15.4K (+9.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.15%
Rounded target for matching: 0%
Similar historical periods found: 512
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      512       52.5%      0.19%     -0.02%      3.24%       -0.30%        0.26%    -11.83%     11.39%
 14 days      512       55.5%      0.51%      0.22%      4.49%       -0.17%        0.61%    -21.90%     13.15%
 30 days      512       52.1%      0.30%      0.18%      6.91%       -0.42%        0.78%    -35.43%     18.62%
 90 days      512       54.1%      1.37%      0.74%     12.72%       -0.37%        1.84%    -32.83%     58.43%
180 days      497       54.9%      3.86%      2.82%     16.92%        1.33%        4.31%    -39.23%     63.77%
365 days      480       50.6%      0.58%      5.89%     27.83%        3.39%        8.38%    -53.03%    126.88%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.49%
Rounded target for matching: 5%
Similar historical periods found: 246
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      246       59.3%      0.58%      0.29%      2.41%       -0.01%        0.59%     -9.93%      7.49%
 14 days      246       63.4%      0.68%      0.58%      3.45%        0.14%        1.01%    -15.11%     10.21%
 30 days      246       62.2%      2.04%      1.20%      5.91%        0.46%        1.95%    -32.04%     15.86%
 90 days      245       62.0%      4.10%      3.88%     11.86%        2.38%        5.37%    -26.72%     46.89%
180 days      232       69.0%      9.63%      6.57%     16.53%        4.43%        8.71%    -32.48%     65.88%
365 days      223       58.7%     13.48%     13.66%     35.31%        9.00%       18.32%    -47.63%    139.08%


========================================================================================================================

Chart 2: ^GDAXI (R² = 0.9250, Window = 750 days) | Price: 24.2K | Date: 2025-07-09 | Daily: -0.0% | MTD: +1.0% | QTD: +1.0% | YTD: +21.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 24.2K (20.8K,-14% - 25.0K,+3%)
   +30d (1m): 23.3K,-3.7% (21.3K,-12% - 25.5K,+6%)
   +60d (2m): 23.9K,-1.5% (21.8K,-10% - 26.1K,+8%)
   +90d (3m): 24.4K,+0.8% (22.3K,-8% - 26.7K,+10%)
   +180d (6m): 26.1K,+7.8% (23.8K,-2% - 28.6K,+18%)
   +365d (1y): 30.0K,+23.8% (27.4K,+13% - 32.8K,+36%)
   +EOY (175d): 26.0K,+7.4% (23.7K,-2% - 28.5K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+7.4%)
   Confidence: 92.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 175 days | EOY Target: 26.0K (+7.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.70%
Rounded target for matching: 1%
Similar historical periods found: 647
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      647       57.8%      0.44%      0.22%      3.05%       -0.02%        0.45%    -17.62%      9.05%
 14 days      647       58.1%      0.56%      0.20%      4.32%       -0.14%        0.53%    -32.54%      9.31%
 30 days      647       57.5%      0.90%      0.28%      6.85%       -0.25%        0.81%    -35.22%     16.01%
 90 days      645       68.4%      4.41%      3.39%     10.56%        2.57%        4.20%    -28.86%     45.40%
180 days      640       68.4%     11.12%      7.65%     16.62%        6.36%        8.94%    -47.02%     64.55%
365 days      615       73.7%     17.91%     15.42%     24.94%       13.45%       17.40%    -53.15%    102.95%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.34%
Rounded target for matching: 7%
Similar historical periods found: 363
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      363       57.9%      0.43%      0.38%      2.82%        0.09%        0.67%     -9.53%      9.51%
 14 days      363       60.9%      1.18%      0.76%      3.79%        0.37%        1.15%    -13.52%     12.37%
 30 days      363       68.9%      2.08%      2.12%      5.26%        1.57%        2.66%    -20.58%     16.86%
 90 days      362       74.6%      6.81%      4.69%     11.70%        3.48%        5.90%    -30.73%     42.18%
180 days      352       74.1%     12.85%     10.25%     16.06%        8.56%       11.93%    -45.87%     63.01%
365 days      337       77.7%     14.28%     17.19%     22.01%       14.84%       19.55%    -37.56%     94.23%


========================================================================================================================

Chart 3: ^GSPC (R² = 0.9117, Window = 750 days) | Price: 6.2K | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.6% | QTD: +0.6% | YTD: +5.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 6.2K (5.7K,-8% - 6.9K,+11%)
   +30d (1m): 6.4K,+2.8% (5.8K,-6% - 7.0K,+13%)
   +60d (2m): 6.5K,+5.0% (6.0K,-4% - 7.2K,+15%)
   +90d (3m): 6.7K,+7.2% (6.1K,-2% - 7.3K,+18%)
   +180d (6m): 7.1K,+14.3% (6.5K,+4% - 7.8K,+25%)
   +365d (1y): 8.1K,+30.2% (7.4K,+19% - 8.9K,+43%)
   +EOY (175d): 7.1K,+13.9% (6.5K,+4% - 7.8K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+13.9%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 51 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 175 days | EOY Target: 7.1K (+13.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.28%
Rounded target for matching: 7%
Similar historical periods found: 841
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      841       54.7%      0.26%      0.07%      2.42%       -0.10%        0.23%    -17.25%      8.88%
 14 days      841       60.4%      0.61%      0.43%      3.31%        0.21%        0.65%    -15.26%     10.89%
 30 days      841       64.6%      1.55%      1.07%      5.03%        0.72%        1.41%    -35.35%     17.56%
 90 days      840       71.2%      4.66%      3.65%      9.60%        3.00%        4.31%    -45.52%     40.11%
180 days      839       74.1%      8.19%      6.79%     15.23%        5.76%        7.82%    -56.71%     57.37%
365 days      827       70.6%     14.86%     11.75%     24.89%       10.05%       13.45%    -71.29%     76.48%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.21%
Rounded target for matching: 6%
Similar historical periods found: 1141
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1141       58.1%      0.32%      0.19%      2.27%        0.06%        0.32%    -23.87%      8.15%
 14 days     1141       59.7%      0.62%      0.48%      3.20%        0.29%        0.66%    -21.31%     17.17%
 30 days     1141       59.7%      1.14%      0.87%      4.64%        0.60%        1.14%    -22.20%     18.67%
 90 days     1141       69.2%      3.00%      2.95%      8.38%        2.47%        3.44%    -30.82%     28.93%
180 days     1120       71.9%      6.54%      6.09%     12.99%        5.32%        6.85%    -51.08%     52.12%
365 days     1114       71.9%      9.97%     10.13%     20.20%        8.94%       11.32%    -56.59%     82.56%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9108, Window = 504 days) | Price: 26.9K | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.2% | QTD: +0.2% | YTD: +8.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 26.9K (25.1K,-7% - 28.1K,+5%)
   +30d (1m): 27.1K,+0.7% (25.6K,-5% - 28.7K,+7%)
   +60d (2m): 27.6K,+2.7% (26.1K,-3% - 29.2K,+9%)
   +90d (3m): 28.2K,+4.6% (26.6K,-1% - 29.8K,+11%)
   +180d (6m): 29.8K,+10.8% (28.1K,+5% - 31.6K,+17%)
   +365d (1y): 33.5K,+24.5% (31.6K,+18% - 35.5K,+32%)
   +EOY (175d): 29.7K,+10.4% (28.1K,+4% - 31.5K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+10.4%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 42 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 175 days | EOY Target: 29.7K (+10.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.42%
Rounded target for matching: 2%
Similar historical periods found: 973
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      973       55.1%      0.20%      0.16%      2.22%        0.02%        0.30%    -11.66%     11.16%
 14 days      973       57.0%      0.41%      0.32%      3.17%        0.12%        0.52%    -21.90%     15.93%
 30 days      973       58.2%      0.99%      0.78%      4.70%        0.48%        1.07%    -34.07%     17.47%
 90 days      971       65.9%      2.98%      2.38%      8.78%        1.83%        2.93%    -34.03%     35.61%
180 days      961       70.1%      5.36%      5.30%     13.06%        4.47%        6.13%    -37.40%     66.39%
365 days      935       69.8%      8.14%      9.43%     18.06%        8.27%       10.59%    -42.10%     82.77%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.95%
Rounded target for matching: 6%
Similar historical periods found: 674
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      674       59.3%      0.35%      0.24%      1.95%        0.09%        0.39%     -8.39%      6.18%
 14 days      674       61.3%      0.74%      0.44%      3.27%        0.19%        0.69%    -27.35%     10.83%
 30 days      674       58.8%      1.00%      0.42%      5.52%        0.01%        0.84%    -36.40%     16.34%
 90 days      673       60.3%      3.34%      1.60%      9.46%        0.88%        2.32%    -33.44%     32.63%
180 days      665       69.2%      4.22%      4.47%     12.94%        3.48%        5.45%    -40.51%     50.30%
365 days      642       69.8%      6.03%      8.22%     17.57%        6.86%        9.58%    -44.02%     77.97%


========================================================================================================================

Chart 5: ^RUI (R² = 0.9089, Window = 750 days) | Price: 3.4K | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.6% | QTD: +0.6% | YTD: +5.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 3.4K (3.1K,-9% - 3.8K,+10%)
   +30d (1m): 3.5K,+2.6% (3.2K,-7% - 3.8K,+13%)
   +60d (2m): 3.6K,+4.8% (3.3K,-5% - 3.9K,+15%)
   +90d (3m): 3.6K,+7.0% (3.3K,-3% - 4.0K,+18%)
   +180d (6m): 3.9K,+13.9% (3.5K,+4% - 4.3K,+25%)
   +365d (1y): 4.4K,+29.7% (4.0K,+18% - 4.9K,+43%)
   +EOY (175d): 3.9K,+13.5% (3.5K,+3% - 4.3K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+13.5%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 45 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 175 days | EOY Target: 3.9K (+13.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.28%
Rounded target for matching: 7%
Similar historical periods found: 305
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      305       51.8%      0.07%     -0.09%      2.11%       -0.33%        0.15%     -7.47%      5.95%
 14 days      305       60.7%      0.72%      0.42%      3.02%        0.08%        0.76%    -10.86%      8.04%
 30 days      305       63.9%      0.95%      1.04%      4.02%        0.59%        1.49%    -15.81%     10.84%
 90 days      304       69.4%      3.99%      3.09%      7.58%        2.24%        3.95%    -26.80%     19.95%
180 days      302       79.5%      9.13%      8.00%     12.85%        6.54%        9.45%    -43.40%     36.06%
365 days      290       81.7%     21.67%     17.29%     22.05%       14.74%       19.83%    -52.84%     59.21%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.21%
Rounded target for matching: 6%
Similar historical periods found: 462
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      462       62.8%      0.39%      0.28%      2.05%        0.10%        0.47%     -7.32%      7.90%
 14 days      462       63.2%      0.99%      0.60%      2.96%        0.33%        0.87%    -12.15%     10.30%
 30 days      462       66.7%      1.66%      1.36%      3.98%        1.00%        1.73%    -19.45%     13.10%
 90 days      462       74.9%      3.65%      3.51%      7.08%        2.86%        4.16%    -27.66%     20.83%
180 days      446       79.1%      8.41%      6.92%     11.17%        5.89%        7.96%    -23.15%     30.73%
365 days      441       81.0%     14.78%     14.03%     19.60%       12.19%       15.86%    -47.20%     57.55%


========================================================================================================================

Chart 6: ^IXIC (R² = 0.8942, Window = 750 days) | Price: 20.4K | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.6% | QTD: +0.6% | YTD: +5.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 20.4K (18.1K,-11% - 23.4K,+15%)
   +30d (1m): 21.1K,+3.5% (18.6K,-9% - 24.0K,+18%)
   +60d (2m): 21.7K,+6.3% (19.1K,-7% - 24.7K,+21%)
   +90d (3m): 22.3K,+9.1% (19.6K,-4% - 25.3K,+24%)
   +180d (6m): 24.1K,+18.1% (21.2K,+4% - 27.4K,+34%)
   +365d (1y): 28.3K,+38.8% (24.9K,+22% - 32.3K,+58%)
   +EOY (175d): 24.0K,+17.6% (21.1K,+3% - 27.3K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+17.6%)
   Confidence: 89.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 175 days | EOY Target: 24.0K (+17.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.97%
Rounded target for matching: 9%
Similar historical periods found: 427
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      427       61.8%      0.79%      0.50%      2.67%        0.25%        0.76%    -11.72%      8.59%
 14 days      427       60.9%      1.21%      0.92%      4.01%        0.54%        1.31%    -26.78%     12.41%
 30 days      427       64.2%      2.78%      1.53%      6.90%        0.87%        2.19%    -29.98%     17.99%
 90 days      426       67.8%      4.71%      5.04%     13.18%        3.78%        6.29%    -37.96%     47.66%
180 days      425       71.3%     11.45%      8.96%     18.93%        7.15%       10.76%    -60.77%     72.16%
365 days      413       72.9%     23.09%     17.69%     27.98%       14.99%       20.40%    -65.09%    113.47%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.11%
Rounded target for matching: 10%
Similar historical periods found: 452
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      452       58.2%      0.53%      0.30%      2.69%        0.06%        0.55%    -11.17%      8.70%
 14 days      452       58.0%      0.72%      0.29%      4.36%       -0.12%        0.69%    -23.15%     16.96%
 30 days      452       59.1%      1.61%      0.47%      6.59%       -0.14%        1.08%    -26.29%     27.55%
 90 days      452       71.0%      4.21%      3.47%     12.08%        2.35%        4.59%    -40.85%     74.46%
180 days      446       71.5%      8.82%      7.72%     17.44%        6.10%        9.34%    -46.78%     97.68%
365 days      441       74.8%     19.12%     17.06%     25.15%       14.71%       19.42%    -58.38%     93.47%


========================================================================================================================

Chart 7: ^BSESN (R² = 0.8880, Window = 750 days) | Price: 83.5K | Date: 2025-07-09 | Daily: -0.2% | MTD: -0.2% | QTD: -0.2% | YTD: +6.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 83.5K (78.4K,-6% - 92.7K,+11%)
   +30d (1m): 86.7K,+3.7% (79.7K,-5% - 94.3K,+13%)
   +60d (2m): 88.1K,+5.5% (81.0K,-3% - 95.8K,+15%)
   +90d (3m): 89.6K,+7.3% (82.4K,-1% - 97.4K,+17%)
   +180d (6m): 94.2K,+12.7% (86.6K,+4% - 102.4K,+23%)
   +365d (1y): 104.3K,+24.9% (95.9K,+15% - 113.5K,+36%)
   +EOY (175d): 93.9K,+12.4% (86.3K,+3% - 102.1K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.4%)
   Confidence: 88.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 31 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 175 days | EOY Target: 93.9K (+12.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.74%
Rounded target for matching: 3%
Similar historical periods found: 455
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      455       54.3%      0.28%     -0.02%      3.26%       -0.32%        0.28%    -11.46%     16.24%
 14 days      455       54.9%      0.45%      0.13%      4.60%       -0.30%        0.55%    -15.12%     16.69%
 30 days      455       57.4%      1.11%      0.76%      7.31%        0.09%        1.44%    -21.85%     44.83%
 90 days      452       64.2%      3.65%      3.31%     13.58%        2.06%        4.57%    -36.74%     56.72%
180 days      447       74.0%      7.67%      8.57%     17.56%        6.94%       10.20%    -45.68%     78.82%
365 days      430       77.2%     17.07%     18.47%     27.23%       15.89%       21.05%    -41.57%    108.58%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.20%
Rounded target for matching: 12%
Similar historical periods found: 185
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      185       44.3%     -0.31%     -0.02%      3.44%       -0.52%        0.48%     -8.75%     17.28%
 14 days      185       48.6%     -0.06%     -0.14%      4.68%       -0.82%        0.54%    -14.44%     22.66%
 30 days      185       50.3%      0.02%     -0.39%      7.14%       -1.42%        0.65%    -23.28%     27.60%
 90 days      185       53.0%      0.38%      1.05%     12.64%       -0.79%        2.88%    -28.36%     42.71%
180 days      185       68.1%      5.84%      6.08%     16.41%        3.70%        8.46%    -30.11%     62.49%
365 days      165       77.6%     16.17%     13.50%     27.02%        9.34%       17.65%    -46.50%     96.39%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8831, Window = 750 days) | Price: 25.5K | Date: 2025-07-09 | Daily: -0.2% | MTD: -0.3% | QTD: -0.3% | YTD: +7.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 25.5K (23.7K,-7% - 28.6K,+12%)
   +30d (1m): 26.5K,+4.1% (24.2K,-5% - 29.1K,+14%)
   +60d (2m): 27.0K,+6.0% (24.6K,-3% - 29.6K,+16%)
   +90d (3m): 27.5K,+7.9% (25.1K,-2% - 30.2K,+18%)
   +180d (6m): 29.0K,+13.8% (26.4K,+4% - 31.8K,+25%)
   +365d (1y): 32.4K,+27.1% (29.5K,+16% - 35.6K,+40%)
   +EOY (175d): 28.9K,+13.5% (26.4K,+3% - 31.7K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+13.5%)
   Confidence: 88.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 29 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 175 days | EOY Target: 28.9K (+13.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.95%
Rounded target for matching: 3%
Similar historical periods found: 353
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      353       60.6%      0.46%      0.29%      2.60%        0.01%        0.56%     -8.62%     11.31%
 14 days      353       62.0%      0.88%      0.68%      3.51%        0.31%        1.05%    -11.20%     13.15%
 30 days      353       60.3%      1.40%      1.10%      5.58%        0.52%        1.69%    -17.45%     19.61%
 90 days      351       65.2%      3.66%      2.93%     11.91%        1.68%        4.18%    -35.73%     64.86%
180 days      349       76.8%      6.66%      8.61%     14.23%        7.11%       10.11%    -41.10%     80.16%
365 days      326       84.0%     13.29%     16.11%     18.30%       14.11%       18.10%    -29.97%    100.80%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.99%
Rounded target for matching: 13%
Similar historical periods found: 112
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      112       50.9%      0.06%      0.02%      2.57%       -0.46%        0.50%     -7.60%      8.49%
 14 days      112       51.8%      0.02%     -0.03%      3.23%       -0.64%        0.57%    -10.16%     10.45%
 30 days      112       51.8%      0.36%      0.22%      4.43%       -0.61%        1.05%    -10.81%     16.54%
 90 days      112       49.1%     -0.26%      1.11%      8.94%       -0.57%        2.78%    -24.45%     30.02%
180 days      112       64.3%      6.33%      6.12%     10.17%        4.21%        8.02%    -19.12%     35.92%
365 days       94       88.3%     18.38%     16.61%     12.26%       14.09%       19.12%    -13.73%     47.14%


========================================================================================================================

Chart 9: ^DJI (R² = 0.8777, Window = 750 days) | Price: 44.2K | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.4% | QTD: +0.4% | YTD: +3.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 44.2K (41.2K,-7% - 48.1K,+9%)
   +30d (1m): 45.2K,+2.2% (41.8K,-5% - 48.9K,+10%)
   +60d (2m): 45.9K,+3.7% (42.4K,-4% - 49.6K,+12%)
   +90d (3m): 46.5K,+5.2% (43.1K,-3% - 50.3K,+14%)
   +180d (6m): 48.6K,+9.9% (45.0K,+2% - 52.6K,+19%)
   +365d (1y): 53.3K,+20.4% (49.2K,+11% - 57.6K,+30%)
   +EOY (175d): 48.5K,+9.7% (44.9K,+1% - 52.5K,+19%)
   End-of-year outlook: 📈 Bullish Trend (+9.7%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 175 days | EOY Target: 48.5K (+9.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.34%
Rounded target for matching: 6%
Similar historical periods found: 401
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      401       56.1%      0.30%      0.22%      2.16%        0.00%        0.43%     -8.50%      7.05%
 14 days      401       62.8%      0.72%      0.58%      3.05%        0.28%        0.88%    -15.75%     13.00%
 30 days      401       64.6%      1.53%      1.21%      4.41%        0.78%        1.64%    -14.62%     13.50%
 90 days      401       68.3%      3.63%      3.33%      7.67%        2.58%        4.09%    -24.72%     21.33%
180 days      399       74.9%      8.45%      7.87%     11.81%        6.71%        9.03%    -39.13%     34.35%
365 days      395       82.0%     17.83%     16.31%     18.55%       14.48%       18.15%    -47.39%     53.46%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.32%
Rounded target for matching: 2%
Similar historical periods found: 506
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      506       54.7%      0.20%     -0.05%      2.23%       -0.25%        0.14%    -11.69%      9.37%
 14 days      506       56.9%      0.45%      0.16%      3.05%       -0.10%        0.43%    -10.29%     12.31%
 30 days      506       64.4%      1.50%      0.81%      4.65%        0.40%        1.22%    -14.51%     13.12%
 90 days      506       74.1%      4.28%      3.53%      8.27%        2.81%        4.25%    -31.79%     21.86%
180 days      504       76.8%      6.91%      6.14%     11.42%        5.14%        7.14%    -43.55%     32.60%
365 days      490       78.2%     15.67%     13.35%     19.10%       11.65%       15.05%    -52.48%     49.32%


========================================================================================================================

Chart 10: IMOEX.ME (R² = 0.8635, Window = 504 days) | Price: 3.2K | Date: 2024-06-14 | Daily: +1.4% | MTD: +0.7% | QTD: -3.8% | YTD: +3.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (175d): 4.4K,+37.3% (3.9K,+20% - 5.0K,+57%)
   End-of-year outlook: 📈 Bullish Trend (+37.3%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 175 days | EOY Target: 4.4K (+37.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 11: ^STOXX50E (R² = 0.8595, Window = 750 days) | Price: 5.4K | Date: 2025-07-09 | Daily: -0.0% | MTD: +1.2% | QTD: +1.2% | YTD: +9.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 5.4K (5.0K,-6% - 6.0K,+12%)
   +30d (1m): 5.6K,+4.2% (5.1K,-5% - 6.1K,+14%)
   +60d (2m): 5.7K,+5.9% (5.2K,-3% - 6.2K,+16%)
   +90d (3m): 5.8K,+7.6% (5.3K,-2% - 6.3K,+18%)
   +180d (6m): 6.1K,+12.9% (5.5K,+3% - 6.6K,+24%)
   +365d (1y): 6.7K,+24.5% (6.1K,+14% - 7.3K,+37%)
   +EOY (175d): 6.0K,+12.6% (5.5K,+3% - 6.6K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+12.6%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 38 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 175 days | EOY Target: 6.0K (+12.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STOXX50E - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.43%
Rounded target for matching: 0%
Similar historical periods found: 315
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      315       54.0%      0.23%     -0.12%      3.21%       -0.48%        0.23%    -15.55%     10.27%
 14 days      315       52.4%      0.21%     -0.10%      4.76%       -0.63%        0.42%    -33.03%     22.61%
 30 days      315       50.8%      0.17%     -0.77%      7.22%       -1.57%        0.03%    -34.47%     17.09%
 90 days      313       52.7%      0.42%     -0.77%      9.38%       -1.82%        0.27%    -31.58%     19.90%
180 days      307       54.7%      2.35%     -0.02%     14.62%       -1.66%        1.62%    -43.16%     26.13%
365 days      279       62.4%      5.73%      0.63%     20.36%       -1.77%        3.03%    -56.57%     50.56%


========================================================================================================================
STOXX50E - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.82%
Rounded target for matching: -3%
Similar historical periods found: 150
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      150       57.3%      0.81%      0.13%      3.70%       -0.47%        0.73%    -15.10%      9.48%
 14 days      150       60.0%      1.05%      0.43%      4.76%       -0.34%        1.20%    -15.08%     14.35%
 30 days      150       56.0%      2.02%      0.82%      6.33%       -0.20%        1.84%    -19.69%     16.73%
 90 days      148       64.9%      3.22%      2.62%     10.18%        0.97%        4.27%    -28.76%     21.91%
180 days      143       60.1%      3.50%      3.04%     14.93%        0.57%        5.50%    -46.30%     28.69%
365 days      130       54.6%      2.35%      0.78%     22.78%       -3.17%        4.73%    -56.57%     35.39%


========================================================================================================================

Chart 12: ^BVSP (R² = 0.8534, Window = 126 days) | Price: 139.3K | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.3% | QTD: +0.3% | YTD: +15.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 139.3K (136.1K,-2% - 146.6K,+5%)
   +30d (1m): 146.5K,+5.2% (141.1K,+1% - 152.1K,+9%)
   +60d (2m): 152.0K,+9.1% (146.3K,+5% - 157.9K,+13%)
   +90d (3m): 157.7K,+13.2% (151.6K,+9% - 164.0K,+18%)
   +180d (6m): 176.0K,+26.4% (168.7K,+21% - 183.7K,+32%)
   +365d (1y): 220.7K,+58.4% (209.3K,+50% - 232.7K,+67%)
   +EOY (175d): 174.9K,+25.6% (167.7K,+20% - 182.5K,+31%)
   End-of-year outlook: 📈 Bullish Trend (+25.6%)
   Confidence: 85.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 175 days | EOY Target: 174.9K (+25.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.17%
Rounded target for matching: 0%
Similar historical periods found: 332
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      332       59.6%      0.76%      0.73%      4.28%        0.27%        1.19%    -11.25%     25.96%
 14 days      332       54.5%      0.50%      1.06%      7.15%        0.28%        1.83%    -37.71%     65.25%
 30 days      332       53.9%      1.41%      2.25%     11.82%        0.98%        3.53%    -44.81%    119.97%
 90 days      327       63.6%      4.48%      6.83%     22.35%        4.40%        9.26%    -49.53%    271.89%
180 days      325       61.8%      6.12%     11.93%     28.11%        8.87%       15.00%    -40.29%    166.16%
365 days      305       67.9%     13.00%     19.77%     36.31%       15.68%       23.86%    -40.28%    191.22%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.58%
Rounded target for matching: 11%
Similar historical periods found: 201
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      201       60.2%      0.69%      0.51%      3.40%        0.04%        0.98%    -11.65%      8.20%
 14 days      201       55.7%      0.85%      0.99%      5.61%        0.21%        1.77%    -16.64%     13.02%
 30 days      201       52.7%      0.48%      0.99%      9.92%       -0.39%        2.37%    -38.40%     24.50%
 90 days      200       50.5%      0.44%      1.54%     15.84%       -0.67%        3.74%    -37.86%     51.96%
180 days      200       63.0%      3.60%      7.98%     23.00%        4.77%       11.18%    -46.27%     86.63%
365 days      195       68.2%     10.10%     17.22%     35.89%       12.15%       22.29%    -47.85%    163.99%


========================================================================================================================

Chart 13: ^HSI (R² = 0.8433, Window = 378 days) | Price: 24.0K | Date: 2025-07-09 | Daily: -0.7% | MTD: -1.4% | QTD: -1.4% | YTD: +20.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.0K (21.6K,-10% - 26.6K,+11%)
   +30d (1m): 24.8K,+3.5% (22.3K,-7% - 27.6K,+15%)
   +60d (2m): 25.7K,+7.1% (23.1K,-4% - 28.5K,+19%)
   +90d (3m): 26.6K,+10.8% (23.9K,-0% - 29.5K,+23%)
   +180d (6m): 29.4K,+22.7% (26.4K,+10% - 32.7K,+37%)
   +365d (1y): 36.3K,+51.5% (32.6K,+36% - 40.5K,+69%)
   +EOY (175d): 29.3K,+22.0% (26.3K,+10% - 32.6K,+36%)
   End-of-year outlook: 📈 Bullish Trend (+22.0%)
   Confidence: 84.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 175 days | EOY Target: 29.3K (+22.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.52%
Rounded target for matching: 3%
Similar historical periods found: 579
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      579       55.1%      0.46%      0.34%      3.45%        0.06%        0.62%    -24.26%     26.24%
 14 days      579       56.6%      0.79%      0.76%      4.93%        0.36%        1.17%    -24.48%     28.18%
 30 days      579       64.9%      2.36%      2.13%      7.49%        1.52%        2.74%    -43.04%     33.17%
 90 days      577       67.2%      4.35%      4.23%     12.85%        3.18%        5.28%    -34.61%     51.52%
180 days      573       67.0%      7.99%      6.47%     18.37%        4.96%        7.98%    -48.31%     83.29%
365 days      563       67.5%      8.36%     13.30%     28.93%       10.90%       15.69%    -50.19%    136.20%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.07%
Rounded target for matching: 4%
Similar historical periods found: 262
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      262       51.5%      0.14%      0.04%      3.11%       -0.34%        0.42%    -12.59%     12.72%
 14 days      262       56.1%      0.54%      0.23%      5.66%       -0.45%        0.92%    -38.83%     21.19%
 30 days      262       65.6%      2.60%      1.96%      8.29%        0.96%        2.97%    -32.27%     28.76%
 90 days      262       66.8%      5.04%      4.79%     13.22%        3.18%        6.40%    -28.56%     58.15%
180 days      262       68.3%     10.05%      7.97%     19.99%        5.54%       10.40%    -42.74%     63.53%
365 days      257       58.4%      6.62%     12.48%     29.67%        8.84%       16.13%    -42.03%    100.19%


========================================================================================================================

Chart 14: ^FTSE (R² = 0.8267, Window = 504 days) | Price: 8.9K | Date: 2025-07-09 | Daily: +0.0% | MTD: +1.1% | QTD: +1.1% | YTD: +8.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 8.9K (8.4K,-5% - 9.2K,+4%)
   +30d (1m): 8.9K,+0.4% (8.5K,-4% - 9.3K,+5%)
   +60d (2m): 9.0K,+1.4% (8.6K,-3% - 9.4K,+6%)
   +90d (3m): 9.1K,+2.5% (8.7K,-2% - 9.5K,+7%)
   +180d (6m): 9.4K,+5.7% (8.9K,+1% - 9.8K,+11%)
   +365d (1y): 10.0K,+12.7% (9.5K,+8% - 10.4K,+18%)
   +EOY (175d): 9.3K,+5.5% (8.9K,+1% - 9.8K,+10%)
   End-of-year outlook: 📈 Bullish Trend (+5.5%)
   Confidence: 82.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 46 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 175 days | EOY Target: 9.3K (+5.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.47%
Rounded target for matching: 1%
Similar historical periods found: 968
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      968       52.5%      0.13%     -0.02%      2.64%       -0.19%        0.15%    -26.84%      8.72%
 14 days      968       52.8%      0.19%     -0.02%      3.40%       -0.24%        0.19%    -30.14%     10.62%
 30 days      968       57.9%      0.86%      0.38%      4.73%        0.08%        0.68%    -29.16%     15.22%
 90 days      961       59.8%      1.87%      1.18%      8.15%        0.66%        1.70%    -32.37%     24.82%
180 days      946       73.4%      4.75%      3.86%     10.91%        3.16%        4.55%    -30.76%     43.03%
365 days      918       68.7%      7.63%      7.54%     17.01%        6.43%        8.64%    -40.42%     62.79%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.12%
Rounded target for matching: 1%
Similar historical periods found: 542
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      542       57.0%      0.31%      0.23%      2.04%        0.06%        0.40%     -7.13%      7.03%
 14 days      542       56.1%      0.39%      0.28%      3.03%        0.02%        0.53%    -15.13%     10.11%
 30 days      542       58.7%      0.86%      0.53%      5.18%        0.09%        0.97%    -32.10%     14.19%
 90 days      538       64.3%      2.86%      2.02%      8.08%        1.34%        2.71%    -28.99%     26.65%
180 days      525       67.6%      4.91%      4.63%     12.39%        3.56%        5.69%    -38.99%     44.83%
365 days      507       67.5%      9.19%      8.55%     17.41%        7.03%       10.07%    -41.05%     55.64%


========================================================================================================================

Chart 15: ^AEX (R² = 0.8205, Window = 750 days) | Price: 916.76 | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.2% | QTD: +0.2% | YTD: +4.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 916.76 (877.17,-4% - 1.1K,+15%)
   +30d (1m): 972.79,+6.1% (889.10,-3% - 1.1K,+16%)
   +60d (2m): 986.05,+7.6% (901.18,-2% - 1.1K,+18%)
   +90d (3m): 999.49,+9.0% (913.43,-0% - 1.1K,+19%)
   +180d (6m): 1.0K,+13.5% (951.18,+4% - 1.1K,+24%)
   +365d (1y): 1.1K,+23.4% (1.0K,+13% - 1.2K,+35%)
   +EOY (175d): 1.0K,+13.3% (949.04,+4% - 1.1K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+13.3%)
   Confidence: 82.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 35 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 175 days | EOY Target: 1.0K (+13.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.83%
Rounded target for matching: -1%
Similar historical periods found: 497
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      497       59.8%      0.56%      0.16%      2.79%       -0.08%        0.41%    -12.81%      8.75%
 14 days      497       55.9%      0.57%      0.19%      4.12%       -0.17%        0.55%    -19.26%     10.00%
 30 days      497       62.0%      1.10%      0.80%      5.67%        0.31%        1.30%    -22.77%     14.50%
 90 days      491       70.1%      4.42%      3.39%     10.52%        2.45%        4.32%    -38.68%     28.85%
180 days      485       72.8%      7.56%      5.72%     15.82%        4.31%        7.13%    -45.69%     50.73%
365 days      475       74.3%     14.49%     10.81%     22.81%        8.75%       12.86%    -56.66%     73.25%


========================================================================================================================
AEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.56%
Rounded target for matching: -1%
Similar historical periods found: 243
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      243       54.7%      0.39%      0.10%      2.83%       -0.26%        0.45%     -7.44%      8.66%
 14 days      243       51.9%      0.11%     -0.02%      4.31%       -0.57%        0.52%    -16.48%     12.42%
 30 days      243       54.7%      1.02%     -0.27%      6.60%       -1.10%        0.57%    -20.75%     17.43%
 90 days      243       65.4%      2.86%      1.64%     12.34%        0.08%        3.20%    -45.59%     30.77%
180 days      239       68.6%      7.46%      4.42%     17.02%        2.25%        6.59%    -54.39%     48.92%
365 days      230       67.0%     10.30%      5.90%     24.63%        2.70%        9.10%    -61.36%     49.23%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME        10.8 0.8635       33.9 3.2K               12.1 504     +1.4    +0.7    -3.8    +3.7

📊 DISPLAYING 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%, Window = 504 days) | Price: 3.2K | Date: 2024-06-14 | Daily: +1.4% | MTD: +0.7% | QTD: -3.8% | YTD: +3.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (175d): 4.4K,+37.3% (3.9K,+20% - 5.0K,+57%)
   End-of-year outlook: 📈 Bullish Trend (+37.3%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 175 days | EOY Target: 4.4K (+37.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8004
Best R-squared: 0.943904
Average annual growth: 18.3%

Valuation breakdown:
  🟡 FAIR_VALUE: 16 (72.7%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  126 days (~6m): 2 instruments (9.1%)
  378 days (~18m): 2 instruments (9.1%)
  504 days (~24m): 3 instruments (13.6%)
  750 days (~35m): 14 instruments (63.6%)
  1008 days (~48m): 1 instruments (4.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

======================================================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    NFLX         0.9714   750      74.7 $1.3K          🟡FAIR         8.5    -0.0    -1.5    -4.2    -4.7    -4.7   +42.4
2    T            0.9697   504      53.6 $28.29         🟡FAIR        -1.4    -0.0    -0.5    +0.6    -2.4    -2.4   +26.8
3    BRK-B        0.9633   750      24.6 $477.47        🟡FAIR        -9.2    -0.0    -1.4    -1.7    -1.7    -1.7    +4.7
4    AVGO         0.9621   750      85.6 $271.80        🟡FAIR         3.5    +0.0    -1.2    -1.1    -0.9    -0.9   +15.7
5    GE           0.9606   750      82.8 $247.05        🟡FAIR        -6.5    -0.0    -0.2    -3.5    -3.3    -3.3   +47.6
6    JPM          0.9598   750      39.9 $282.78        🟡FAIR         2.8    +0.0    -4.2    -2.2    -2.3    -2.3   +19.3
7    PM           0.9518   378      72.2 $177.72        🟡FAIR         0.2    -0.0    -0.9    -1.8    -2.7    -2.7   +48.9
8    PLTR         0.9372   378     360.2 $139.71        🟡FAIR        -2.3    -0.0    +4.0    +1.4    +3.3    +3.3   +83.3
9    MA           0.9354   750      22.9 $562.44        🟡FAIR        -2.4    -0.0    -1.4    +1.8    +0.6    +0.6    +6.6
10   IBM          0.9324   504      47.5 $290.42        🟡FAIR         5.3    -0.0    -0.7    -0.2    -1.4    -1.4   +32.7
11   TMUS         0.9305   504      45.6 $235.97        🟢UNDER      -11.9    -0.0    -1.7    +0.6    -1.0    -1.0    +7.0
12   WMT          0.9304   504      50.7 $97.09         🟡FAIR        -7.1    +0.0    -1.2    -0.1    -0.5    -0.5    +8.5
13   V            0.9284   750      22.9 $354.55        🟡FAIR         1.7    +0.0    -1.2    +1.5    +0.2    +0.2   +11.9
14   LLY          0.9236   1008     49.9 $777.66        🟢UNDER      -25.5    +0.0    -0.4    -0.1    -0.2    -0.2    +0.0
15   ISRG         0.9207   750      43.1 $527.30        🟢UNDER      -12.8    +0.0    -2.9    -1.3    -2.8    -2.8    +1.2

📊 DISPLAYING 15 STOCK TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: NFLX (R² = 0.9714, Window = 750 days) | Price: $1.3K | Date: 2025-07-09 | Daily: -0.0% | MTD: -4.7% | QTD: -4.7% | YTD: +42.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.3K ($999.48,-22% - $1.4K,+8%)
   +30d (1m): $1.3K,-1.5% ($1.1K,-16% - $1.5K,+16%)
   +60d (2m): $1.3K,+5.2% ($1.1K,-11% - $1.6K,+24%)
   +90d (3m): $1.4K,+12.5% ($1.2K,-4% - $1.7K,+32%)
   +180d (6m): $1.8K,+37.3% ($1.5K,+17% - $2.1K,+61%)
   +365d (1y): $2.6K,+106.8% ($2.2K,+76% - $3.1K,+143%)
   +EOY (175d): $1.7K,+35.8% ($1.5K,+15% - $2.0K,+60%)
   End-of-year outlook: 📈 Bullish Trend (+35.8%)
   Confidence: 97.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈32%)
   📅 Days until EOY 2025: 175 days | EOY Target: $1.7K (+35.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.59%
Rounded target for matching: 8%
Similar historical periods found: 139
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      139       56.1%      0.80%      1.08%      7.26%       -0.14%        2.30%    -23.36%     21.84%
 14 days      139       56.8%      1.44%      1.81%     10.96%       -0.03%        3.65%    -43.14%     34.21%
 30 days      139       60.4%      3.49%      4.52%     16.63%        1.74%        7.31%    -53.55%     37.43%
 90 days      139       67.6%     12.84%     12.79%     34.05%        7.08%       18.50%    -69.03%    184.62%
180 days      133       74.4%     32.00%     30.68%     53.72%       21.47%       39.90%    -72.70%    271.25%
365 days      125       72.8%     61.27%     71.55%    110.79%       51.94%       91.17%    -72.03%    545.09%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 32.42%
Rounded target for matching: 32%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       62.1%      1.81%      1.16%      5.23%       -0.22%        2.53%    -12.43%     10.06%
 14 days       58       56.9%      0.88%      0.50%      8.30%       -1.68%        2.68%    -15.69%     18.92%
 30 days       58       60.3%      3.71%      2.59%     11.47%       -0.43%        5.60%    -22.29%     29.93%
 90 days       58       72.4%     11.50%     13.14%     34.27%        4.13%       22.15%    -77.08%    106.67%
180 days       58       74.1%     36.49%     33.84%     60.38%       17.96%       49.72%    -70.09%    176.30%
365 days       55       81.8%     80.79%    107.80%    128.00%       73.20%      142.41%    -75.59%    377.47%


========================================================================================================================

Chart 2: T (R² = 0.9697, Window = 504 days) | Price: $28.29 | Date: 2025-07-09 | Daily: -0.0% | MTD: -2.4% | QTD: -2.4% | YTD: +26.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $28.29 ($26.33,-7% - $31.29,+11%)
   +30d (1m): $30.21,+6.8% ($27.71,-2% - $32.93,+16%)
   +60d (2m): $31.79,+12.4% ($29.16,+3% - $34.66,+23%)
   +90d (3m): $33.46,+18.3% ($30.68,+8% - $36.48,+29%)
   +180d (6m): $39.00,+37.9% ($35.76,+26% - $42.54,+50%)
   +365d (1y): $53.45,+88.9% ($48.97,+73% - $58.34,+106%)
   +EOY (175d): $38.67,+36.7% ($35.46,+25% - $42.18,+49%)
   End-of-year outlook: 📈 Bullish Trend (+36.7%)
   Confidence: 97.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 175 days | EOY Target: $38.67 (+36.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.17%
Rounded target for matching: 3%
Similar historical periods found: 639
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      639       55.4%      0.51%      0.43%      3.48%        0.16%        0.70%    -18.13%     13.39%
 14 days      639       62.8%      1.51%      1.18%      4.77%        0.81%        1.55%    -16.42%     17.55%
 30 days      639       64.2%      2.07%      1.86%      6.82%        1.33%        2.39%    -26.70%     27.62%
 90 days      636       67.3%      5.98%      5.21%     12.26%        4.26%        6.17%    -41.80%     33.24%
180 days      624       73.9%     10.68%     11.94%     18.43%       10.49%       13.39%    -39.46%     51.37%
365 days      609       81.4%     19.32%     22.62%     27.85%       20.40%       24.84%    -40.09%    107.56%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.28%
Rounded target for matching: 6%
Similar historical periods found: 373
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      373       50.7%      0.03%      0.20%      3.59%       -0.16%        0.57%    -12.69%     14.33%
 14 days      373       52.0%      0.25%      0.36%      4.99%       -0.15%        0.87%    -15.40%     19.67%
 30 days      373       52.0%      0.32%     -0.05%      7.60%       -0.82%        0.73%    -27.03%     21.59%
 90 days      373       61.7%      3.19%      3.80%     12.36%        2.54%        5.06%    -27.81%     35.36%
180 days      371       66.6%      6.14%      8.53%     18.67%        6.63%       10.44%    -32.84%     50.81%
365 days      364       73.1%     13.70%     16.78%     31.28%       13.56%       20.00%    -53.53%    100.94%


========================================================================================================================

Chart 3: BRK-B (R² = 0.9633, Window = 750 days) | Price: $477.47 | Date: 2025-07-09 | Daily: -0.0% | MTD: -1.7% | QTD: -1.7% | YTD: +4.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $477.47 ($489.21,+2% - $565.55,+18%)
   +30d (1m): $539.93,+13.1% ($502.16,+5% - $580.55,+22%)
   +60d (2m): $554.24,+16.1% ($515.45,+8% - $595.95,+25%)
   +90d (3m): $568.93,+19.2% ($529.10,+11% - $611.76,+28%)
   +180d (6m): $615.36,+28.9% ($572.23,+20% - $661.75,+39%)
   +365d (1y): $723.06,+51.4% ($672.21,+41% - $777.76,+63%)
   +EOY (175d): $612.69,+28.3% ($569.74,+19% - $658.87,+38%)
   End-of-year outlook: 📈 Bullish Trend (+28.3%)
   Confidence: 96.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 175 days | EOY Target: $612.69 (+28.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.16%
Rounded target for matching: -5%
Similar historical periods found: 213
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      213       54.0%      0.30%     -0.23%      3.74%       -0.74%        0.27%    -11.88%     14.02%
 14 days      213       54.5%      0.18%      0.05%      5.54%       -0.69%        0.80%    -21.86%     15.96%
 30 days      213       57.3%      1.12%      1.06%      7.34%        0.07%        2.06%    -17.29%     25.89%
 90 days      213       61.5%      3.17%      1.67%     11.34%        0.14%        3.21%    -32.38%     25.01%
180 days      211       71.6%      5.45%      5.11%     16.41%        2.89%        7.34%    -44.20%     55.80%
365 days      211       79.1%     11.56%     15.36%     20.08%       12.64%       18.09%    -35.57%     67.79%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.96%
Rounded target for matching: -5%
Similar historical periods found: 168
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      168       53.0%      0.18%      0.14%      2.94%       -0.31%        0.58%    -13.84%      8.88%
 14 days      168       51.8%      0.17%      0.14%      3.42%       -0.38%        0.66%    -11.64%      9.39%
 30 days      168       51.8%      0.19%      0.30%      5.83%       -0.58%        1.19%    -17.60%     25.00%
 90 days      168       61.3%      3.77%      4.08%     13.51%        2.02%        6.14%    -21.81%     56.09%
180 days      168       61.3%      3.69%      4.66%     19.51%        1.69%        7.63%    -40.43%     75.13%
365 days      168       76.8%      7.58%     13.91%     21.28%       10.66%       17.15%    -25.04%     94.01%


========================================================================================================================

Chart 4: AVGO (R² = 0.9621, Window = 750 days) | Price: $271.80 | Date: 2025-07-09 | Daily: +0.0% | MTD: -0.9% | QTD: -0.9% | YTD: +15.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $271.80 ($213.44,-21% - $323.28,+19%)
   +30d (1m): $282.74,+4.0% ($229.72,-15% - $347.99,+28%)
   +60d (2m): $304.33,+12.0% ($247.25,-9% - $374.60,+38%)
   +90d (3m): $327.57,+20.5% ($266.11,-2% - $403.24,+48%)
   +180d (6m): $408.50,+50.3% ($331.76,+22% - $503.00,+85%)
   +365d (1y): $643.13,+136.6% ($521.95,+92% - $792.45,+192%)
   +EOY (175d): $403.52,+48.5% ($327.72,+21% - $496.86,+83%)
   End-of-year outlook: 📈 Bullish Trend (+48.5%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈38%)
   📅 Days until EOY 2025: 175 days | EOY Target: $403.52 (+48.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 19.11%
Rounded target for matching: 19%
Similar historical periods found: 71
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       50.7%      0.60%     -0.25%      4.42%       -1.30%        0.80%    -10.99%      9.66%
 14 days       71       59.2%      1.13%      0.54%      6.00%       -0.88%        1.96%    -20.39%     15.86%
 30 days       71       56.3%      2.34%      1.83%      9.09%       -0.32%        3.98%    -21.49%     19.64%
 90 days       71       84.5%     13.73%     14.30%     13.04%       11.21%       17.39%    -12.68%     38.28%
180 days       70       87.1%     30.97%     31.83%     27.02%       25.39%       38.27%    -27.13%     80.01%
365 days       65       96.9%     65.04%     77.10%     62.19%       61.69%       92.51%    -29.38%    208.33%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 38.15%
Rounded target for matching: 38%
Similar historical periods found: 41
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       41       56.1%      0.78%      1.30%      5.17%       -0.33%        2.93%    -14.11%     16.34%
 14 days       41       63.4%      1.20%      1.67%      6.33%       -0.33%        3.66%    -23.90%     12.41%
 30 days       41       65.9%      4.72%      4.45%      9.46%        1.46%        7.43%    -28.06%     20.15%
 90 days       41       90.2%     22.59%     21.91%     16.27%       16.78%       27.05%    -20.66%     49.55%
180 days       40       95.0%     46.88%     42.44%     21.52%       35.56%       49.32%    -13.78%     89.50%
365 days       37      100.0%     83.95%     89.22%     50.67%       72.32%      106.11%     16.01%    177.51%


========================================================================================================================

Chart 5: GE (R² = 0.9606, Window = 750 days) | Price: $247.05 | Date: 2025-07-09 | Daily: -0.0% | MTD: -3.3% | QTD: -3.3% | YTD: +47.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $247.05 ($214.83,-13% - $324.70,+31%)
   +30d (1m): $283.78,+14.9% ($230.81,-7% - $348.90,+41%)
   +60d (2m): $304.91,+23.4% ($247.98,+0% - $374.91,+52%)
   +90d (3m): $327.61,+32.6% ($266.42,+8% - $402.86,+63%)
   +180d (6m): $406.38,+64.5% ($330.39,+34% - $499.85,+102%)
   +365d (1y): $632.82,+156.2% ($514.13,+108% - $778.91,+215%)
   +EOY (175d): $401.55,+62.5% ($326.47,+32% - $493.90,+100%)
   End-of-year outlook: 📈 Bullish Trend (+62.5%)
   Confidence: 96.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 175 days | EOY Target: $401.55 (+62.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.28%
Rounded target for matching: 6%
Similar historical periods found: 654
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      654       53.2%      0.24%      0.39%      3.45%        0.13%        0.66%    -14.24%     14.88%
 14 days      654       52.6%      0.26%      0.50%      5.08%        0.11%        0.89%    -20.65%     19.53%
 30 days      654       55.4%      1.06%      1.25%      8.08%        0.63%        1.87%    -39.15%     55.51%
 90 days      654       65.7%      4.44%      4.83%     15.12%        3.67%        5.99%    -42.66%     87.52%
180 days      652       70.9%      9.73%     12.15%     23.31%       10.36%       13.95%    -52.28%    101.08%
365 days      648       79.2%     16.88%     25.37%     39.83%       22.29%       28.44%    -81.51%    227.02%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.06%
Rounded target for matching: 23%
Similar historical periods found: 123
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      123       52.8%      0.37%      0.40%      4.47%       -0.40%        1.19%    -14.07%     10.66%
 14 days      123       52.0%      0.41%      0.43%      7.50%       -0.91%        1.77%    -35.28%     16.53%
 30 days      123       52.0%      0.44%      0.45%      9.15%       -1.18%        2.08%    -33.27%     27.54%
 90 days      122       61.5%      5.47%      3.78%     15.25%        1.05%        6.52%    -40.49%     47.94%
180 days      122       69.7%     12.06%     11.37%     22.06%        7.42%       15.33%    -44.27%     74.40%
365 days      118       75.4%     21.99%     26.96%     34.23%       20.72%       33.20%    -39.47%    106.40%


========================================================================================================================

Chart 6: JPM (R² = 0.9598, Window = 750 days) | Price: $282.78 | Date: 2025-07-09 | Daily: +0.0% | MTD: -2.3% | QTD: -2.3% | YTD: +19.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $282.78 ($244.88,-13% - $308.98,+9%)
   +30d (1m): $286.28,+1.2% ($254.85,-10% - $321.59,+14%)
   +60d (2m): $297.96,+5.4% ($265.24,-6% - $334.72,+18%)
   +90d (3m): $310.11,+9.7% ($276.04,-2% - $348.38,+23%)
   +180d (6m): $349.61,+23.6% ($311.15,+10% - $392.82,+39%)
   +365d (1y): $447.33,+58.2% ($397.96,+41% - $502.81,+78%)
   +EOY (175d): $347.29,+22.8% ($309.09,+9% - $390.21,+38%)
   End-of-year outlook: 📈 Bullish Trend (+22.8%)
   Confidence: 96.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $347.29 (+22.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.99%
Rounded target for matching: 9%
Similar historical periods found: 362
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      362       53.9%      0.47%      0.58%      5.06%        0.05%        1.10%    -14.00%     23.35%
 14 days      362       55.0%      0.72%      1.17%      6.85%        0.47%        1.88%    -20.13%     23.53%
 30 days      362       56.4%      1.74%      1.81%     10.12%        0.77%        2.86%    -38.84%     40.00%
 90 days      360       59.2%      2.64%      3.88%     15.51%        2.27%        5.48%    -49.88%     57.48%
180 days      351       66.1%     10.88%     11.37%     24.65%        8.78%       13.95%    -44.78%     78.36%
365 days      341       69.8%     17.27%     21.80%     36.43%       17.92%       25.68%    -68.73%    106.32%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.36%
Rounded target for matching: 10%
Similar historical periods found: 265
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      265       47.5%      0.00%     -0.07%      4.17%       -0.57%        0.44%    -20.85%     13.80%
 14 days      265       50.9%      0.20%      0.17%      6.06%       -0.56%        0.90%    -18.59%     23.01%
 30 days      265       51.7%      0.36%      0.32%      9.01%       -0.77%        1.41%    -39.18%     31.41%
 90 days      261       62.8%      4.85%      4.84%     16.25%        2.86%        6.82%    -40.42%     55.82%
180 days      261       62.5%      8.34%      9.00%     24.01%        6.07%       11.92%    -47.31%     71.15%
365 days      257       61.5%     11.21%     16.55%     39.32%       11.72%       21.38%    -61.75%    110.46%


========================================================================================================================

Chart 7: PM (R² = 0.9518, Window = 378 days) | Price: $177.72 | Date: 2025-07-09 | Daily: -0.0% | MTD: -2.7% | QTD: -2.7% | YTD: +48.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $177.72 ($159.76,-10% - $196.97,+11%)
   +30d (1m): $189.25,+6.5% ($170.42,-4% - $210.16,+18%)
   +60d (2m): $201.90,+13.6% ($181.78,+2% - $224.25,+26%)
   +90d (3m): $215.40,+21.2% ($193.90,+9% - $239.28,+35%)
   +180d (6m): $261.55,+47.2% ($235.29,+32% - $290.75,+64%)
   +365d (1y): $389.82,+119.3% ($350.00,+97% - $434.17,+144%)
   +EOY (175d): $258.74,+45.6% ($232.77,+31% - $287.62,+62%)
   End-of-year outlook: 📈 Bullish Trend (+45.6%)
   Confidence: 95.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈17%)
   📅 Days until EOY 2025: 175 days | EOY Target: $258.74 (+45.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.49%
Rounded target for matching: 0%
Similar historical periods found: 251
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      251       55.0%      0.31%      0.23%      3.79%       -0.24%        0.70%    -21.60%     11.76%
 14 days      251       53.8%      0.36%      0.74%      5.22%        0.09%        1.39%    -27.05%     17.21%
 30 days      251       56.6%      0.71%      1.18%      6.60%        0.36%        2.00%    -27.84%     18.31%
 90 days      249       55.4%      0.53%      2.73%     11.68%        1.27%        4.19%    -21.63%     43.19%
180 days      247       71.7%      6.14%      8.95%     16.80%        6.84%       11.05%    -32.82%     56.46%
365 days      237       76.8%     12.30%     19.59%     28.70%       15.92%       23.26%    -40.20%    106.59%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.28%
Rounded target for matching: 17%
Similar historical periods found: 80
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       80       52.5%      0.23%      0.10%      3.26%       -0.63%        0.83%     -8.40%      8.56%
 14 days       80       60.0%      1.33%      0.83%      5.20%       -0.33%        1.98%    -19.40%     13.03%
 30 days       80       65.0%      1.89%      1.97%      7.41%        0.33%        3.62%    -30.18%     17.87%
 90 days       76       67.1%      3.07%      5.52%     10.52%        3.12%        7.93%    -19.17%     31.51%
180 days       74       58.1%      5.76%      7.63%     16.03%        3.92%       11.35%    -16.91%     55.74%
365 days       69       87.0%     18.80%     19.31%     18.03%       14.98%       23.64%    -24.94%     57.26%


========================================================================================================================

Chart 8: PLTR (R² = 0.9372, Window = 378 days) | Price: $139.71 | Date: 2025-07-09 | Daily: -0.0% | MTD: +3.3% | QTD: +3.3% | YTD: +83.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $139.71 ($101.99,-27% - $200.62,+44%)
   +30d (1m): $171.55,+22.8% ($122.26,-12% - $240.71,+72%)
   +60d (2m): $205.74,+47.3% ($146.55,+5% - $288.83,+107%)
   +90d (3m): $246.74,+76.6% ($175.65,+26% - $346.60,+148%)
   +180d (6m): $425.61,+204.6% ($302.34,+116% - $599.14,+329%)
   +365d (1y): $1.3K,+834.3% ($921.49,+560% - $1.8K,+1223%)
   +EOY (175d): $412.91,+195.6% ($293.36,+110% - $581.19,+316%)
   End-of-year outlook: 📈 Bullish Trend (+195.6%)
   Confidence: 93.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 175 days | EOY Target: $412.91 (+195.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.30%
Rounded target for matching: 13%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       76.9%     17.69%     18.99%     17.14%        8.64%       29.35%     -3.74%     44.95%
 14 days       13       84.6%     11.99%     21.91%     23.45%        7.74%       36.09%     -8.51%     63.25%
 30 days       13       76.9%     22.94%     28.45%     33.13%        8.43%       48.47%    -23.64%     83.04%
 90 days       12       83.3%     57.31%     63.93%     52.93%       30.30%       97.56%    -27.99%    136.60%
180 days        9       77.8%     73.66%    107.73%    123.26%       12.98%      202.47%    -69.86%    309.63%
365 days        7       85.7%    371.22%    289.13%    202.95%      101.43%      476.82%    -65.79%    558.91%


========================================================================================================================

Chart 9: MA (R² = 0.9354, Window = 750 days) | Price: $562.44 | Date: 2025-07-09 | Daily: -0.0% | MTD: +0.6% | QTD: +0.6% | YTD: +6.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $562.44 ($526.03,-6% - $631.91,+12%)
   +30d (1m): $590.89,+5.1% ($539.10,-4% - $647.65,+15%)
   +60d (2m): $605.58,+7.7% ($552.49,-2% - $663.78,+18%)
   +90d (3m): $620.65,+10.3% ($566.21,+1% - $680.31,+21%)
   +180d (6m): $668.12,+18.8% ($609.45,+8% - $732.44,+30%)
   +365d (1y): $777.42,+38.2% ($708.93,+26% - $852.53,+52%)
   +EOY (175d): $665.39,+18.3% ($606.96,+8% - $729.44,+30%)
   End-of-year outlook: 📈 Bullish Trend (+18.3%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 175 days | EOY Target: $665.39 (+18.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.20%
Rounded target for matching: 0%
Similar historical periods found: 193
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      193       63.2%      1.14%      0.81%      4.41%        0.18%        1.43%    -21.25%     13.37%
 14 days      193       65.8%      2.20%      1.47%      5.73%        0.66%        2.29%    -30.79%     15.26%
 30 days      193       69.9%      3.76%      3.68%      7.90%        2.56%        4.80%    -34.29%     26.94%
 90 days      193       80.8%     11.72%     10.97%     16.46%        8.63%       13.30%    -53.39%    112.24%
180 days      188       84.0%     19.29%     20.42%     22.72%       17.15%       23.69%    -49.60%    139.69%
365 days      180       92.8%     42.20%     44.23%     40.18%       38.32%       50.14%    -18.04%    376.90%


========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.26%
Rounded target for matching: 0%
Similar historical periods found: 89
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       89       67.4%      1.16%      1.15%      4.80%        0.14%        2.16%    -12.53%     16.03%
 14 days       89       68.5%      2.96%      2.27%      5.52%        1.11%        3.43%    -17.29%     13.41%
 30 days       89       67.4%      4.36%      2.90%      9.17%        0.97%        4.83%    -34.23%     25.21%
 90 days       87       77.0%      8.28%      6.96%     11.93%        4.42%        9.50%    -37.16%     36.22%
180 days       87       87.4%     14.37%     15.33%     15.13%       12.10%       18.56%    -28.89%     56.23%
365 days       84       94.0%     29.87%     34.45%     26.23%       28.76%       40.14%    -14.51%    100.19%


========================================================================================================================

Chart 10: IBM (R² = 0.9324, Window = 504 days) | Price: $290.42 | Date: 2025-07-09 | Daily: -0.0% | MTD: -1.4% | QTD: -1.4% | YTD: +32.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $290.42 ($244.79,-16% - $310.66,+7%)
   +30d (1m): $288.82,-0.6% ($256.36,-12% - $325.39,+12%)
   +60d (2m): $302.49,+4.2% ($268.47,-8% - $340.83,+17%)
   +90d (3m): $316.81,+9.1% ($281.15,-3% - $357.01,+23%)
   +180d (6m): $363.98,+25.3% ($322.88,+11% - $410.31,+41%)
   +365d (1y): $484.12,+66.7% ($429.00,+48% - $546.33,+88%)
   +EOY (175d): $361.18,+24.4% ($320.40,+10% - $407.15,+40%)
   End-of-year outlook: 📈 Bullish Trend (+24.4%)
   Confidence: 93.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 175 days | EOY Target: $361.18 (+24.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.29%
Rounded target for matching: 12%
Similar historical periods found: 304
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      304       52.6%      0.17%      0.27%      3.85%       -0.17%        0.70%    -13.97%     15.13%
 14 days      304       53.9%      0.44%      0.53%      5.92%       -0.13%        1.20%    -31.39%     15.70%
 30 days      304       55.6%      1.66%      1.58%      8.28%        0.65%        2.51%    -29.03%     26.33%
 90 days      302       65.9%      4.74%      5.21%     14.43%        3.58%        6.84%    -35.94%     48.37%
180 days      299       65.2%      9.78%     11.19%     24.61%        8.39%       13.99%    -46.49%     96.17%
365 days      290       73.4%     14.29%     22.43%     35.13%       18.37%       26.49%    -49.91%    129.54%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.45%
Rounded target for matching: 15%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       51.8%      0.18%      0.10%      3.80%       -0.33%        0.52%    -13.03%     16.08%
 14 days      307       52.1%      0.51%     -0.10%      4.86%       -0.65%        0.44%    -12.70%     16.89%
 30 days      307       55.4%      1.01%      0.80%      7.58%       -0.05%        1.65%    -25.40%     29.27%
 90 days      307       57.3%      3.31%      3.81%     14.23%        2.21%        5.41%    -33.91%     37.91%
180 days      303       66.3%      6.96%      9.67%     22.06%        7.18%       12.17%    -51.27%     92.70%
365 days      300       74.3%     20.35%     25.62%     36.08%       21.52%       29.72%    -49.26%    121.38%


========================================================================================================================

Chart 11: TMUS (R² = 0.9305, Window = 504 days) | Price: $235.97 | Date: 2025-07-09 | Daily: -0.0% | MTD: -1.0% | QTD: -1.0% | YTD: +7.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $235.97 ($238.38,+1% - $301.21,+28%)
   +30d (1m): $280.22,+18.8% ($249.27,+6% - $315.01,+33%)
   +60d (2m): $293.04,+24.2% ($260.65,+10% - $329.46,+40%)
   +90d (3m): $306.45,+29.9% ($272.55,+16% - $344.57,+46%)
   +180d (6m): $350.47,+48.5% ($311.58,+32% - $394.21,+67%)
   +365d (1y): $461.81,+95.7% ($410.14,+74% - $519.99,+120%)
   +EOY (175d): $347.86,+47.4% ($309.27,+31% - $391.27,+66%)
   End-of-year outlook: 📈 Bullish Trend (+47.4%)
   Confidence: 93.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $347.86 (+47.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.49%
Rounded target for matching: -2%
Similar historical periods found: 167
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      167       58.1%      0.78%      0.96%      4.70%        0.24%        1.67%    -17.73%     19.52%
 14 days      167       58.7%      1.73%      1.92%      8.65%        0.59%        3.24%    -22.22%     43.04%
 30 days      167       59.9%      2.01%      2.95%     12.39%        1.06%        4.84%    -40.98%     56.80%
 90 days      163       70.6%      8.43%      9.09%     19.59%        6.06%       12.12%    -51.86%     69.02%
180 days      162       74.7%     17.39%     18.38%     28.73%       13.92%       22.84%    -67.08%     95.55%
365 days      153       90.2%     32.07%     37.47%     41.80%       30.79%       44.14%    -66.71%    215.43%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.05%
Rounded target for matching: -10%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       54.1%      0.21%      0.30%      4.80%       -1.30%        1.90%     -9.41%     16.10%
 14 days       37       56.8%      1.59%      1.54%      7.39%       -0.92%        4.00%    -12.57%     23.37%
 30 days       37       64.9%      3.41%      0.42%     10.68%       -3.14%        3.98%    -25.79%     24.63%
 90 days       37       59.5%     12.76%      5.53%     19.33%       -0.91%       11.97%    -52.75%     50.22%
180 days       37       81.1%     19.23%     12.45%     26.17%        3.72%       21.17%    -55.49%     56.86%
365 days       37       78.4%     41.92%     29.31%     47.17%       13.58%       45.04%    -68.38%    126.92%


========================================================================================================================

Chart 12: WMT (R² = 0.9304, Window = 504 days) | Price: $97.09 | Date: 2025-07-09 | Daily: +0.0% | MTD: -0.5% | QTD: -0.5% | YTD: +8.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $97.09 ($91.99,-5% - $118.74,+22%)
   +30d (1m): $109.74,+13.0% ($96.58,-1% - $124.69,+28%)
   +60d (2m): $115.22,+18.7% ($101.40,+4% - $130.93,+35%)
   +90d (3m): $120.98,+24.6% ($106.45,+10% - $137.50,+42%)
   +180d (6m): $140.05,+44.2% ($123.18,+27% - $159.23,+64%)
   +365d (1y): $189.21,+94.9% ($166.23,+71% - $215.37,+122%)
   +EOY (175d): $138.92,+43.1% ($122.19,+26% - $157.94,+63%)
   End-of-year outlook: 📈 Bullish Trend (+43.1%)
   Confidence: 93.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 175 days | EOY Target: $138.92 (+43.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.78%
Rounded target for matching: 1%
Similar historical periods found: 659
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      659       52.5%      0.28%      0.33%      4.39%       -0.00%        0.67%    -24.84%     22.01%
 14 days      659       53.6%      0.38%      0.65%      5.97%        0.19%        1.11%    -22.16%     28.42%
 30 days      659       61.8%      1.97%      2.20%      8.69%        1.53%        2.86%    -33.67%     39.44%
 90 days      658       64.4%      4.20%      6.07%     15.54%        4.88%        7.26%    -54.00%     99.51%
180 days      657       73.1%      9.17%     13.56%     23.58%       11.75%       15.36%    -43.84%    150.60%
365 days      647       75.9%     16.44%     34.14%     51.82%       30.14%       38.14%    -52.55%    340.98%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.83%
Rounded target for matching: 1%
Similar historical periods found: 352
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      352       51.7%      0.18%      0.38%      3.82%       -0.02%        0.78%    -11.83%     18.87%
 14 days      352       55.1%      0.81%      0.96%      5.28%        0.41%        1.52%    -15.26%     16.04%
 30 days      352       57.4%      1.12%      2.06%      7.77%        1.25%        2.88%    -33.13%     31.83%
 90 days      342       62.9%      4.21%      5.25%     13.05%        3.87%        6.64%    -39.96%     58.98%
180 days      342       73.4%      6.73%     12.69%     23.19%       10.22%       15.15%    -42.68%    150.31%
365 days      339       74.0%     12.27%     26.88%     41.15%       22.48%       31.27%    -23.61%    267.87%


========================================================================================================================

Chart 13: V (R² = 0.9284, Window = 750 days) | Price: $354.55 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.2% | QTD: +0.2% | YTD: +11.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $354.55 ($316.42,-11% - $383.99,+8%)
   +30d (1m): $357.23,+0.8% ($324.27,-9% - $393.54,+11%)
   +60d (2m): $366.10,+3.3% ($332.31,-6% - $403.33,+14%)
   +90d (3m): $375.20,+5.8% ($340.56,-4% - $413.36,+17%)
   +180d (6m): $403.86,+13.9% ($366.52,+3% - $444.99,+26%)
   +365d (1y): $469.83,+32.5% ($426.26,+20% - $517.85,+46%)
   +EOY (175d): $402.21,+13.4% ($365.03,+3% - $443.18,+25%)
   End-of-year outlook: 📈 Bullish Trend (+13.4%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 175 days | EOY Target: $402.21 (+13.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
V - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.29%
Rounded target for matching: 0%
Similar historical periods found: 219
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      219       61.2%      1.02%      0.97%      3.84%        0.46%        1.48%    -11.76%     17.60%
 14 days      219       60.3%      1.58%      1.24%      5.65%        0.49%        2.00%    -28.35%     17.81%
 30 days      219       61.2%      2.30%      2.72%      7.71%        1.69%        3.75%    -25.25%     23.48%
 90 days      217       79.7%      8.21%      8.27%     12.17%        6.64%        9.90%    -42.85%     29.54%
180 days      212       85.4%     16.34%     16.47%     15.68%       14.35%       18.59%    -36.57%     57.29%
365 days      194       89.2%     37.17%     34.31%     23.41%       30.99%       37.62%    -11.05%     94.84%


========================================================================================================================
V - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.17%
Rounded target for matching: 0%
Similar historical periods found: 127
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      127       65.4%      1.11%      0.91%      4.36%        0.14%        1.67%    -10.48%     17.83%
 14 days      127       63.8%      1.80%      0.97%      6.52%       -0.17%        2.12%    -15.45%     20.56%
 30 days      127       65.4%      2.92%      2.59%      7.51%        1.27%        3.91%    -18.42%     23.49%
 90 days      127       74.0%      6.05%      6.47%     11.01%        4.53%        8.40%    -24.00%     33.51%
180 days      127       84.3%     19.58%     17.81%     17.45%       14.74%       20.87%    -17.79%     57.88%
365 days      116       91.4%     32.56%     36.57%     26.79%       31.64%       41.50%     -6.74%    102.19%


========================================================================================================================

Chart 14: LLY (R² = 0.9236, Window = 1008 days) | Price: $777.66 | Date: 2025-07-09 | Daily: +0.0% | MTD: -0.2% | QTD: -0.2% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $777.66 ($801.75,+3% - $1.4K,+75%)
   +30d (1m): $1.1K,+40.9% ($841.28,+8% - $1.4K,+84%)
   +60d (2m): $1.1K,+47.9% ($882.75,+14% - $1.5K,+93%)
   +90d (3m): $1.2K,+55.2% ($926.27,+19% - $1.6K,+102%)
   +180d (6m): $1.4K,+79.3% ($1.1K,+38% - $1.8K,+134%)
   +365d (1y): $1.9K,+141.3% ($1.4K,+85% - $2.4K,+215%)
   +EOY (175d): $1.4K,+77.9% ($1.1K,+37% - $1.8K,+132%)
   End-of-year outlook: 📈 Bullish Trend (+77.9%)
   Confidence: 92.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-14%)
   📅 Days until EOY 2025: 175 days | EOY Target: $1.4K (+77.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.96%
Rounded target for matching: 9%
Similar historical periods found: 398
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      398       51.3%      0.22%      0.14%      4.22%       -0.28%        0.55%    -18.29%     15.13%
 14 days      398       52.0%      0.30%      0.52%      5.80%       -0.06%        1.09%    -16.73%     20.41%
 30 days      398       53.3%      0.62%      1.34%      8.57%        0.49%        2.18%    -32.76%     25.78%
 90 days      397       62.0%      4.94%      5.27%     13.81%        3.90%        6.63%    -38.46%     42.01%
180 days      395       69.4%      8.97%     11.77%     20.70%        9.72%       13.81%    -33.21%     72.56%
365 days      390       74.1%     22.26%     28.75%     39.54%       24.81%       32.68%    -43.90%    149.86%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.91%
Rounded target for matching: -14%
Similar historical periods found: 114
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      114       57.0%      0.64%      0.67%      4.38%       -0.14%        1.48%     -8.81%     12.31%
 14 days      114       54.4%      0.60%      0.48%      6.55%       -0.73%        1.70%    -24.58%     14.82%
 30 days      114       57.0%      2.49%      1.82%      9.31%        0.09%        3.54%    -22.71%     18.07%
 90 days      114       58.8%      2.91%      4.73%     14.63%        2.02%        7.45%    -18.55%     71.37%
180 days      111       63.1%     10.14%     12.50%     22.68%        8.23%       16.77%    -33.04%     92.24%
365 days      111       66.7%     13.43%     19.77%     37.21%       12.77%       26.77%    -30.23%    146.22%


========================================================================================================================

Chart 15: ISRG (R² = 0.9207, Window = 750 days) | Price: $527.30 | Date: 2025-07-09 | Daily: +0.0% | MTD: -2.8% | QTD: -2.8% | YTD: +1.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $527.30 ($506.44,-4% - $722.85,+37%)
   +30d (1m): $631.41,+19.7% ($528.48,+0% - $754.39,+43%)
   +60d (2m): $658.93,+25.0% ($551.48,+5% - $787.32,+49%)
   +90d (3m): $687.65,+30.4% ($575.47,+9% - $821.69,+56%)
   +180d (6m): $781.52,+48.2% ($653.88,+24% - $934.08,+77%)
   +365d (1y): $1.0K,+92.8% ($850.12,+61% - $1.2K,+131%)
   +EOY (175d): $775.99,+47.2% ($649.26,+23% - $927.45,+76%)
   End-of-year outlook: 📈 Bullish Trend (+47.2%)
   Confidence: 92.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 175 days | EOY Target: $775.99 (+47.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.27%
Rounded target for matching: -2%
Similar historical periods found: 190
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      190       57.4%      1.20%      1.14%      6.93%        0.15%        2.13%    -20.29%     30.32%
 14 days      190       50.5%      0.56%      1.15%      8.95%       -0.13%        2.43%    -18.09%     46.56%
 30 days      190       58.9%      1.86%      2.11%     14.98%       -0.04%        4.25%    -51.25%     60.86%
 90 days      190       62.6%      3.76%      8.14%     26.06%        4.41%       11.87%    -47.52%    130.73%
180 days      188       70.2%     11.17%     18.22%     43.97%       11.90%       24.55%    -65.19%    193.86%
365 days      185       73.0%     33.21%     45.26%     76.69%       34.14%       56.38%    -51.14%    337.46%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.47%
Rounded target for matching: -6%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       61.3%      0.73%      0.73%      6.22%       -0.44%        1.90%    -29.98%     22.81%
 14 days      111       60.4%      1.40%      1.42%     10.01%       -0.47%        3.30%    -32.51%     38.70%
 30 days      111       58.6%      2.25%      3.07%     17.32%       -0.19%        6.32%    -38.07%    101.82%
 90 days      106       64.2%      8.11%      5.19%     29.48%       -0.49%       10.86%    -65.45%    101.70%
180 days      106       68.9%     10.49%     16.92%     48.09%        7.66%       26.18%    -68.02%    193.44%
365 days      106       80.2%     36.16%     55.57%     85.34%       39.13%       72.00%    -31.08%    482.30%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 9 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    LLY             25.5 0.9236       49.9 $777.66            34.3 1008    +0.0    -0.2    -0.2    +0.0
2    NVDA            24.3 0.9165      148.1 $160.00            32.1 750     +0.0    +2.4    +2.4   +17.7
3    CRM             18.4 0.7450       29.5 $273.65            22.5 750     +0.0    +0.6    +0.6   -18.4
4    META            15.4 0.8983       86.9 $720.67            18.2 750     +0.0    -2.2    -2.2   +22.4
5    ISRG            12.8 0.9207       43.1 $527.30            14.7 750     +0.0    -2.8    -2.8    +1.2
6    TMUS            11.9 0.9305       45.6 $235.97            13.6 504     -0.0    -1.0    -1.0    +7.0
7    AAPL            11.2 0.7267       18.3 $210.01            12.6 750     +0.0    +1.6    +1.6   -15.4
8    GOOG            11.2 0.8079       27.6 $175.16            12.6 750     -0.0    -0.9    -0.9    -8.3
9    GOOGL           10.7 0.8066       27.4 $174.36            12.0 750     -0.0    -0.8    -0.8    -8.3

📊 DISPLAYING 9 UNDERVALUED STOCK OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 25.5%, Window = 1008 days) | Price: $777.66 | Date: 2025-07-09 | Daily: +0.0% | MTD: -0.2% | QTD: -0.2% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $777.66 ($801.75,+3% - $1.4K,+75%)
   +30d (1m): $1.1K,+40.9% ($841.28,+8% - $1.4K,+84%)
   +60d (2m): $1.1K,+47.9% ($882.75,+14% - $1.5K,+93%)
   +90d (3m): $1.2K,+55.2% ($926.27,+19% - $1.6K,+102%)
   +180d (6m): $1.4K,+79.3% ($1.1K,+38% - $1.8K,+134%)
   +365d (1y): $1.9K,+141.3% ($1.4K,+85% - $2.4K,+215%)
   +EOY (175d): $1.4K,+77.9% ($1.1K,+37% - $1.8K,+132%)
   End-of-year outlook: 📈 Bullish Trend (+77.9%)
   Confidence: 92.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-14%)
   📅 Days until EOY 2025: 175 days | EOY Target: $1.4K (+77.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.96%
Rounded target for matching: 9%
Similar historical periods found: 398
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      398       51.3%      0.22%      0.14%      4.22%       -0.28%        0.55%    -18.29%     15.13%
 14 days      398       52.0%      0.30%      0.52%      5.80%       -0.06%        1.09%    -16.73%     20.41%
 30 days      398       53.3%      0.62%      1.34%      8.57%        0.49%        2.18%    -32.76%     25.78%
 90 days      397       62.0%      4.94%      5.27%     13.81%        3.90%        6.63%    -38.46%     42.01%
180 days      395       69.4%      8.97%     11.77%     20.70%        9.72%       13.81%    -33.21%     72.56%
365 days      390       74.1%     22.26%     28.75%     39.54%       24.81%       32.68%    -43.90%    149.86%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.91%
Rounded target for matching: -14%
Similar historical periods found: 114
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      114       57.0%      0.64%      0.67%      4.38%       -0.14%        1.48%     -8.81%     12.31%
 14 days      114       54.4%      0.60%      0.48%      6.55%       -0.73%        1.70%    -24.58%     14.82%
 30 days      114       57.0%      2.49%      1.82%      9.31%        0.09%        3.54%    -22.71%     18.07%
 90 days      114       58.8%      2.91%      4.73%     14.63%        2.02%        7.45%    -18.55%     71.37%
180 days      111       63.1%     10.14%     12.50%     22.68%        8.23%       16.77%    -33.04%     92.24%
365 days      111       66.7%     13.43%     19.77%     37.21%       12.77%       26.77%    -30.23%    146.22%


========================================================================================================================

Chart 2: NVDA (Undervalued by 24.3%, Window = 750 days) | Price: $160.00 | Date: 2025-07-09 | Daily: +0.0% | MTD: +2.4% | QTD: +2.4% | YTD: +17.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $160.00 ($132.90,-17% - $336.00,+110%)
   +30d (1m): $235.46,+47.2% ($148.06,-7% - $374.44,+134%)
   +60d (2m): $262.35,+64.0% ($164.95,+3% - $417.28,+161%)
   +90d (3m): $292.33,+82.7% ($183.76,+15% - $465.04,+191%)
   +180d (6m): $404.40,+152.7% ($254.05,+59% - $643.70,+302%)
   +365d (1y): $787.98,+392.5% ($494.26,+209% - $1.3K,+685%)
   +EOY (175d): $397.17,+148.2% ($249.52,+56% - $632.18,+295%)
   End-of-year outlook: 📈 Bullish Trend (+148.2%)
   Confidence: 91.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈33%)
   📅 Days until EOY 2025: 175 days | EOY Target: $397.17 (+148.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NVDA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 21.88%
Rounded target for matching: 22%
Similar historical periods found: 69
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       69       66.7%      2.85%      2.72%      8.80%        0.61%        4.84%    -19.85%     41.99%
 14 days       69       66.7%      3.73%      3.37%     11.86%        0.52%        6.22%    -26.40%     62.21%
 30 days       69       69.6%     10.14%      8.76%     18.03%        4.43%       13.09%    -53.48%     55.61%
 90 days       67       70.1%     15.63%     16.15%     37.48%        7.01%       25.30%    -67.61%    104.67%
180 days       65       69.2%     35.32%     32.66%     73.63%       14.42%       50.91%    -87.03%    358.79%
365 days       63       68.3%     67.10%     89.46%    135.05%       55.45%      123.47%    -78.34%    489.31%


========================================================================================================================
NVDA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 33.19%
Rounded target for matching: 33%
Similar historical periods found: 55
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       55       63.6%      1.30%      1.61%      7.30%       -0.36%        3.58%    -17.82%     21.68%
 14 days       55       58.2%      0.96%      0.91%     11.82%       -2.29%        4.10%    -25.46%     23.52%
 30 days       55       60.0%      6.23%      4.27%     18.62%       -0.77%        9.30%    -35.56%     46.70%
 90 days       55       61.8%     10.70%      5.70%     32.01%       -2.96%       14.35%    -62.35%     85.24%
180 days       55       63.6%     34.46%     28.72%     51.42%       14.82%       42.62%    -68.10%    137.22%
365 days       55       76.4%     28.77%     62.35%     82.94%       39.93%       84.77%    -76.77%    257.62%


========================================================================================================================

Chart 3: CRM (Undervalued by 18.4%, Window = 750 days) | Price: $273.65 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.6% | QTD: +0.6% | YTD: -18.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $273.65 ($259.69,-5% - $432.88,+58%)
   +30d (1m): $345.75,+26.3% ($267.77,-2% - $446.43,+63%)
   +60d (2m): $356.54,+30.3% ($276.11,+1% - $460.41,+68%)
   +90d (3m): $367.68,+34.4% ($284.70,+4% - $474.83,+74%)
   +180d (6m): $403.20,+47.3% ($312.11,+14% - $520.88,+90%)
   +365d (1y): $487.37,+78.1% ($376.93,+38% - $630.16,+130%)
   +EOY (175d): $401.14,+46.6% ($310.52,+13% - $518.21,+89%)
   End-of-year outlook: 📈 Bullish Trend (+46.6%)
   Confidence: 74.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 175 days | EOY Target: $401.14 (+46.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.35%
Rounded target for matching: 0%
Similar historical periods found: 169
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      169       57.4%      1.05%      1.23%      6.91%        0.18%        2.28%    -14.21%     38.42%
 14 days      169       60.9%      1.23%      2.11%      9.18%        0.72%        3.50%    -17.59%     39.83%
 30 days      169       62.7%      4.19%      3.17%     12.29%        1.30%        5.03%    -32.33%     43.78%
 90 days      168       72.6%     14.01%     12.88%     21.36%        9.63%       16.14%    -63.59%     83.53%
180 days      166       80.1%     13.93%     18.57%     29.86%       13.99%       23.14%    -59.71%    184.52%
365 days      159       80.5%     36.52%     36.41%     47.73%       28.93%       43.89%    -45.92%    244.28%


========================================================================================================================
CRM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.91%
Rounded target for matching: -7%
Similar historical periods found: 79
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       79       59.5%      1.55%      1.10%      5.97%       -0.23%        2.44%    -13.42%     13.11%
 14 days       79       59.5%      1.33%      1.37%      7.47%       -0.30%        3.05%    -17.77%     17.76%
 30 days       79       70.9%      6.67%      6.00%     11.54%        3.41%        8.58%    -18.22%     35.84%
 90 days       79       84.8%     12.29%     15.70%     19.04%       11.43%       19.96%    -32.76%     62.63%
180 days       79       83.5%     19.44%     19.94%     23.89%       14.59%       25.29%    -39.51%    129.80%
365 days       76       84.2%     34.37%     37.85%     37.11%       29.37%       46.33%    -35.98%    151.74%


========================================================================================================================

Chart 4: META (Undervalued by 15.4%, Window = 750 days) | Price: $720.67 | Date: 2025-07-09 | Daily: +0.0% | MTD: -2.2% | QTD: -2.2% | YTD: +22.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $720.67 ($596.87,-17% - $1.2K,+69%)
   +30d (1m): $917.95,+27.4% ($642.93,-11% - $1.3K,+82%)
   +60d (2m): $988.91,+37.2% ($692.55,-4% - $1.4K,+96%)
   +90d (3m): $1.1K,+47.8% ($745.98,+4% - $1.5K,+111%)
   +180d (6m): $1.3K,+84.8% ($932.28,+29% - $1.9K,+164%)
   +365d (1y): $2.1K,+192.5% ($1.5K,+105% - $3.0K,+318%)
   +EOY (175d): $1.3K,+82.6% ($920.81,+28% - $1.9K,+161%)
   End-of-year outlook: 📈 Bullish Trend (+82.6%)
   Confidence: 89.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $1.3K (+82.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
META - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 15.02%
Rounded target for matching: 15%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       49.1%     -0.13%      0.63%      6.03%       -1.03%        2.29%    -10.69%     18.78%
 14 days       53       58.5%      1.78%      1.56%      8.21%       -0.71%        3.82%    -21.95%     23.27%
 30 days       53       60.4%      3.03%      4.74%     14.08%        0.86%        8.62%    -30.80%     63.61%
 90 days       52       78.8%      9.71%     13.56%     21.61%        7.54%       19.58%    -21.98%     99.39%
180 days       50       84.0%     19.84%     27.70%     36.90%       17.22%       38.19%    -48.34%    160.47%
365 days       47       87.2%     47.90%     65.78%     73.01%       44.34%       87.22%    -35.90%    321.35%


========================================================================================================================
META - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.67%
Rounded target for matching: 10%
Similar historical periods found: 74
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       74       55.4%      0.45%      0.93%      3.96%        0.01%        1.84%    -10.22%     11.87%
 14 days       74       59.5%      1.16%      1.15%      5.26%       -0.07%        2.37%    -15.17%     11.84%
 30 days       74       56.8%      2.22%      1.36%      8.88%       -0.70%        3.41%    -22.47%     25.82%
 90 days       72       79.2%      9.81%      9.33%     14.08%        6.02%       12.63%    -26.36%     54.04%
180 days       70       91.4%     19.87%     18.44%     16.14%       14.59%       22.29%    -49.25%     54.64%
365 days       67       89.6%     45.44%     37.67%     30.15%       30.31%       45.02%    -54.19%    100.05%


========================================================================================================================

Chart 5: ISRG (Undervalued by 12.8%, Window = 750 days) | Price: $527.30 | Date: 2025-07-09 | Daily: +0.0% | MTD: -2.8% | QTD: -2.8% | YTD: +1.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $527.30 ($506.44,-4% - $722.85,+37%)
   +30d (1m): $631.41,+19.7% ($528.48,+0% - $754.39,+43%)
   +60d (2m): $658.93,+25.0% ($551.48,+5% - $787.32,+49%)
   +90d (3m): $687.65,+30.4% ($575.47,+9% - $821.69,+56%)
   +180d (6m): $781.52,+48.2% ($653.88,+24% - $934.08,+77%)
   +365d (1y): $1.0K,+92.8% ($850.12,+61% - $1.2K,+131%)
   +EOY (175d): $775.99,+47.2% ($649.26,+23% - $927.45,+76%)
   End-of-year outlook: 📈 Bullish Trend (+47.2%)
   Confidence: 92.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 175 days | EOY Target: $775.99 (+47.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.27%
Rounded target for matching: -2%
Similar historical periods found: 190
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      190       57.4%      1.20%      1.14%      6.93%        0.15%        2.13%    -20.29%     30.32%
 14 days      190       50.5%      0.56%      1.15%      8.95%       -0.13%        2.43%    -18.09%     46.56%
 30 days      190       58.9%      1.86%      2.11%     14.98%       -0.04%        4.25%    -51.25%     60.86%
 90 days      190       62.6%      3.76%      8.14%     26.06%        4.41%       11.87%    -47.52%    130.73%
180 days      188       70.2%     11.17%     18.22%     43.97%       11.90%       24.55%    -65.19%    193.86%
365 days      185       73.0%     33.21%     45.26%     76.69%       34.14%       56.38%    -51.14%    337.46%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.47%
Rounded target for matching: -6%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       61.3%      0.73%      0.73%      6.22%       -0.44%        1.90%    -29.98%     22.81%
 14 days      111       60.4%      1.40%      1.42%     10.01%       -0.47%        3.30%    -32.51%     38.70%
 30 days      111       58.6%      2.25%      3.07%     17.32%       -0.19%        6.32%    -38.07%    101.82%
 90 days      106       64.2%      8.11%      5.19%     29.48%       -0.49%       10.86%    -65.45%    101.70%
180 days      106       68.9%     10.49%     16.92%     48.09%        7.66%       26.18%    -68.02%    193.44%
365 days      106       80.2%     36.16%     55.57%     85.34%       39.13%       72.00%    -31.08%    482.30%


========================================================================================================================

Chart 6: TMUS (Undervalued by 11.9%, Window = 504 days) | Price: $235.97 | Date: 2025-07-09 | Daily: -0.0% | MTD: -1.0% | QTD: -1.0% | YTD: +7.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $235.97 ($238.38,+1% - $301.21,+28%)
   +30d (1m): $280.22,+18.8% ($249.27,+6% - $315.01,+33%)
   +60d (2m): $293.04,+24.2% ($260.65,+10% - $329.46,+40%)
   +90d (3m): $306.45,+29.9% ($272.55,+16% - $344.57,+46%)
   +180d (6m): $350.47,+48.5% ($311.58,+32% - $394.21,+67%)
   +365d (1y): $461.81,+95.7% ($410.14,+74% - $519.99,+120%)
   +EOY (175d): $347.86,+47.4% ($309.27,+31% - $391.27,+66%)
   End-of-year outlook: 📈 Bullish Trend (+47.4%)
   Confidence: 93.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 175 days | EOY Target: $347.86 (+47.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.49%
Rounded target for matching: -2%
Similar historical periods found: 167
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      167       58.1%      0.78%      0.96%      4.70%        0.24%        1.67%    -17.73%     19.52%
 14 days      167       58.7%      1.73%      1.92%      8.65%        0.59%        3.24%    -22.22%     43.04%
 30 days      167       59.9%      2.01%      2.95%     12.39%        1.06%        4.84%    -40.98%     56.80%
 90 days      163       70.6%      8.43%      9.09%     19.59%        6.06%       12.12%    -51.86%     69.02%
180 days      162       74.7%     17.39%     18.38%     28.73%       13.92%       22.84%    -67.08%     95.55%
365 days      153       90.2%     32.07%     37.47%     41.80%       30.79%       44.14%    -66.71%    215.43%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.05%
Rounded target for matching: -10%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       54.1%      0.21%      0.30%      4.80%       -1.30%        1.90%     -9.41%     16.10%
 14 days       37       56.8%      1.59%      1.54%      7.39%       -0.92%        4.00%    -12.57%     23.37%
 30 days       37       64.9%      3.41%      0.42%     10.68%       -3.14%        3.98%    -25.79%     24.63%
 90 days       37       59.5%     12.76%      5.53%     19.33%       -0.91%       11.97%    -52.75%     50.22%
180 days       37       81.1%     19.23%     12.45%     26.17%        3.72%       21.17%    -55.49%     56.86%
365 days       37       78.4%     41.92%     29.31%     47.17%       13.58%       45.04%    -68.38%    126.92%


========================================================================================================================

Chart 7: AAPL (Undervalued by 11.2%, Window = 750 days) | Price: $210.01 | Date: 2025-07-09 | Daily: +0.0% | MTD: +1.6% | QTD: +1.6% | YTD: -15.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $210.01 ($198.66,-5% - $281.64,+34%)
   +30d (1m): $241.33,+14.9% ($202.67,-3% - $287.35,+37%)
   +60d (2m): $246.21,+17.2% ($206.76,-2% - $293.18,+40%)
   +90d (3m): $251.19,+19.6% ($210.93,+0% - $299.14,+42%)
   +180d (6m): $266.75,+27.0% ($223.94,+7% - $317.74,+51%)
   +365d (1y): $301.82,+43.7% ($253.24,+21% - $359.73,+71%)
   +EOY (175d): $265.86,+26.6% ($223.20,+6% - $316.67,+51%)
   End-of-year outlook: 📈 Bullish Trend (+26.6%)
   Confidence: 72.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 175 days | EOY Target: $265.86 (+26.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AAPL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.55%
Rounded target for matching: 8%
Similar historical periods found: 323
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      323       57.6%      0.89%      0.76%      5.70%        0.14%        1.39%    -15.53%     18.75%
 14 days      323       60.1%      1.59%      1.74%      8.25%        0.84%        2.65%    -21.29%     28.62%
 30 days      323       57.9%      2.53%      2.69%     13.71%        1.19%        4.19%    -27.78%     47.11%
 90 days      323       62.8%      5.67%      7.34%     25.89%        4.51%       10.18%    -64.07%    138.74%
180 days      320       65.6%     18.30%     19.10%     43.58%       14.31%       23.90%    -65.86%    238.74%
365 days      318       71.7%     30.32%     49.15%     84.08%       39.88%       58.43%    -66.03%    358.71%


========================================================================================================================
AAPL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.38%
Rounded target for matching: -11%
Similar historical periods found: 122
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      122       50.8%      0.36%      0.35%      7.52%       -1.00%        1.70%    -20.30%     20.00%
 14 days      122       51.6%      0.25%      1.61%     10.65%       -0.30%        3.52%    -22.55%     39.27%
 30 days      122       59.8%      5.27%      5.15%     16.89%        2.12%        8.18%    -38.71%     41.27%
 90 days      121       58.7%      6.29%     11.72%     34.78%        5.46%       17.98%    -63.46%    140.74%
180 days      121       69.4%     16.90%     24.01%     52.57%       14.55%       33.48%    -58.89%    214.81%
365 days      114       77.2%     35.37%     52.30%     74.47%       38.48%       66.12%    -58.01%    346.67%


========================================================================================================================

Chart 8: GOOG (Undervalued by 11.2%, Window = 750 days) | Price: $175.16 | Date: 2025-07-09 | Daily: -0.0% | MTD: -0.9% | QTD: -0.9% | YTD: -8.3%